From 6fc767edec22a369cc6a6e1422fe5a81972ac490 Mon Sep 17 00:00:00 2001 From: claireboyd Date: Thu, 9 May 2024 14:27:43 -0500 Subject: [PATCH 1/6] simplified join --- fa-etl.py | 338 +++++++++++++++++++++++++++++------------------------- 1 file changed, 184 insertions(+), 154 deletions(-) diff --git a/fa-etl.py b/fa-etl.py index bbe640a..9af773c 100644 --- a/fa-etl.py +++ b/fa-etl.py @@ -42,20 +42,21 @@ def convert_sales(filename, input_dir): output_filepath_ranked = output_dir + "/ranked_" + filename.replace(".txt.zip", ".parquet") # skip conversion if the file already exists - if os.path.exists(output_filepath) & os.path.exists(output_filepath_ranked): - logging.info(f"{output_filepath} and {output_filepath_ranked} already exists. Skipping this file in the directory...") + if os.path.exists(output_filepath_ranked): + logging.info(f"{output_filepath_ranked} already exists. Skipping this file in the directory...") return - # decompress file - logging.info("Unzipping file...") - unzipped_filepath = unzipped_dir + "/" + filename.replace(".txt.zip", ".txt") - # if the unzipped file doesn't already exist, unzip it - if not os.path.exists(unzipped_filepath): - with zipfile.ZipFile(input_filepath, 'r') as zip_ref: - zip_ref.extractall(unzipped_dir) + if not os.path.exists(output_filepath_ranked): + # decompress file + logging.info("Unzipping file...") + unzipped_filepath = unzipped_dir + "/" + filename.replace(".txt.zip", ".txt") + # if the unzipped file doesn't already exist, unzip it + if not os.path.exists(unzipped_filepath): + with zipfile.ZipFile(input_filepath, 'r') as zip_ref: + zip_ref.extractall(unzipped_dir) - #convert all sales txt file to parquet - try: + # #convert all sales txt file to parquet + # try: logging.info(f"Converting {input_filepath} to parquet...") (pl.scan_csv(Path(unzipped_filepath), separator = '|', low_memory = True, try_parse_dates=True, infer_schema_length=1000, ignore_errors = True, truncate_ragged_lines = True) .select(['PropertyID', 'SaleAmt', 'RecordingDate', 'FIPS', 'FATimeStamp', 'FATransactionID', 'TransactionType', 'SaleDate']) @@ -83,32 +84,41 @@ def convert_sales(filename, input_dir): ]) ).sink_parquet(Path(output_filepath), compression="snappy") logging.info(f"{output_filepath} complete.") + + #delete unzipped file for memory conservation + logging.info("Deleting unzipped txt file...") + os.remove(unzipped_filepath) - except Exception as e: - if os.path.exists(output_filepath): - os.remove(output_filepath) - logging.info(f"Error: {str(e)}") - sys.exit() + # except Exception as e: + # if os.path.exists(output_filepath): + # os.remove(output_filepath) + # logging.info(f"Error: {str(e)}") + # sys.exit() # ranked sales file (only gets the most recent sale from each year/ID combination) #try: - logging.info(f"Creating {output_filepath_ranked}...") - sale_ranked = (pl.scan_parquet(Path(output_filepath), low_memory = True, parallel='row_groups', use_statistics=False, hive_partitioning=False) - .filter(pl.col('SaleFlag') == 1) - .with_columns([ - (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(['RecordingYear', "PropertyID"]).alias("RecentSaleByYear")), - (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(["PropertyID"]).alias("MostRecentSale")), - (pl.col('PropertyID').cast(pl.Int64)), - (pl.col('RecordingYear').cast(pl.Int64)), - (pl.col('SaleAmt').cast(pl.Int64)), - ]) - .filter(pl.col('RecentSaleByYear') == 1) - ).select(['PropertyID', 'SaleAmt', 'RecordingYear'] - ).collect(streaming=True) - - sale_ranked.write_parquet(Path(output_filepath_ranked), use_pyarrow=True, compression="snappy") - sale_ranked.clear() - logging.info(f"{output_filepath_ranked} complete.") + + if not os.path.exists(output_filepath_ranked): + + logging.info(f"Creating {output_filepath_ranked}...") + sale_ranked = (pl.scan_parquet(Path(output_filepath), low_memory = True, parallel='row_groups', use_statistics=False, hive_partitioning=False) + .filter(pl.col('SaleFlag') == 1) + .with_columns([ + (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(['RecordingYear', "PropertyID"]).alias("RecentSaleByYear")), + (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(["PropertyID"]).alias("MostRecentSale")), + (pl.col('PropertyID').cast(pl.Int64)), + (pl.col('RecordingYear').cast(pl.Int64)), + (pl.col('SaleAmt').cast(pl.Int64)), + ]) + .filter(pl.col('RecentSaleByYear') == 1) + ).select(['PropertyID', 'SaleAmt', 'RecordingYear'] + ).collect(streaming=True) + + sale_ranked.write_parquet(Path(output_filepath_ranked), use_pyarrow=True, compression="snappy") + sale_ranked.clear() + logging.info(f"{output_filepath_ranked} complete.") + + # except Exception as e: # if os.path.exists(output_filepath_ranked): @@ -116,9 +126,8 @@ def convert_sales(filename, input_dir): # logging.info(f"Error: {str(e)}") # sys.exit() - #delete unzipped file for memory conservation - logging.info("Deleting unzipped txt file...") - os.remove(unzipped_filepath) + logging.info("remove just Deed file") + os.remove(output_filepath) logging.info("Complete. Moving to next file...") def convert_prop(filename, input_dir): @@ -282,15 +291,15 @@ def convert_valhist(filename, input_dir): logging.info(f"{output_filepath} and {output_filepath_ranked} already exists. Skipping this file in the directory...") return - # decompress file - logging.info("Unzipping file...") - unzipped_filepath = unzipped_dir + "/" + filename.replace(".txt.zip", ".txt") - # if the unzipped file doesn't already exist, unzip it - if not os.path.exists(unzipped_filepath): - with zipfile.ZipFile(input_filepath, 'r') as zip_ref: - zip_ref.extractall(unzipped_dir) - if not os.path.exists(output_filepath): + # decompress file + logging.info("Unzipping file...") + unzipped_filepath = unzipped_dir + "/" + filename.replace(".txt.zip", ".txt") + # if the unzipped file doesn't already exist, unzip it + if not os.path.exists(unzipped_filepath): + with zipfile.ZipFile(input_filepath, 'r') as zip_ref: + zip_ref.extractall(unzipped_dir) + # convert valhist file to parquet logging.info(f"Converting {input_filepath} to parquet...") # see https://github.com/mansueto-institute/fa-etl/blob/main/fa-etl.py#L127-L155 @@ -308,121 +317,136 @@ def convert_valhist(filename, input_dir): ]) ).sink_parquet(Path(output_filepath), compression="snappy") logging.info(f"{output_filepath} complete.") + + #delete unzipped file for memory conservation + logging.info("Deleting unzipped txt file...") + os.remove(unzipped_filepath) else: logging.info(f"{output_filepath} already exists. Moving on...") + if not os.path.exists(output_filepath_ranked): logging.info(f"Creating {output_filepath_temp1}...") #temp filepaths assd_filepath = output_dir+"/assd.parquet" - market_filepath = output_dir+"/market.parquet" - appr_filepath = output_dir+"/appr.parquet" - logging.info(f"filepaths: {assd_filepath}, {market_filepath} and {appr_filepath}...") + # market_filepath = output_dir+"/market.parquet" + # appr_filepath = output_dir+"/appr.parquet" + # logging.info(f"filepaths: {assd_filepath}, {market_filepath} and {appr_filepath}...") - if not os.path.exists(assd_filepath) & os.path.exists(market_filepath) & os.path.exists(appr_filepath): + if not os.path.exists(assd_filepath): logging.info(f"Creating assd parquet...") (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) .with_columns([pl.col('AssdYear').cast(pl.Int64).alias('Year')]) + .with_columns([pl.col('AssdTotalValue').cast(pl.Int64).alias('Value')]) .filter( ((pl.col('AssdTotalValue').is_not_null()) & (pl.col('AssdYear').is_not_null()))) - .select(['PropertyID', 'AssdTotalValue', 'Year']) - ).sink_parquet(assd_filepath) - - logging.info(f"Creating market parquet...") - (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) - .with_columns([pl.col('MarketValueYear').cast(pl.Int64).alias('Year')]) - .filter( - ((pl.col('MarketTotalValue').is_not_null()) & (pl.col('MarketValueYear').is_not_null()))) - .select(['PropertyID', 'MarketTotalValue', 'Year']) - ).sink_parquet(Path(market_filepath), compression="snappy") - - logging.info(f"Creating appr parquet...") - (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) - .with_columns([pl.col('ApprYear').cast(pl.Int64).alias('Year')]) - .filter( - ((pl.col('ApprTotalValue').is_not_null() & (pl.col('ApprYear').is_not_null())))) - .select(['PropertyID', 'ApprTotalValue', 'Year']) - ).sink_parquet(Path(appr_filepath), compression="snappy") + .select(['PropertyID', 'Value', 'Year']) + ).sink_parquet(output_filepath_ranked) + + # if not os.path.exists(market_filepath): + # logging.info(f"Creating market parquet...") + # (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) + # .with_columns([pl.col('MarketValueYear').cast(pl.Int64).alias('Year')]) + # .filter( + # ((pl.col('MarketTotalValue').is_not_null()) & (pl.col('MarketValueYear').is_not_null()))) + # .select(['PropertyID', 'MarketTotalValue', 'Year']) + # ).sink_parquet(Path(market_filepath), compression="snappy") + + # if not os.path.exists(appr_filepath): + # logging.info(f"Creating appr parquet...") + # (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) + # .with_columns([pl.col('ApprYear').cast(pl.Int64).alias('Year')]) + # .filter( + # ((pl.col('ApprTotalValue').is_not_null() & (pl.col('ApprYear').is_not_null())))) + # .select(['PropertyID', 'ApprTotalValue', 'Year']) + # ).sink_parquet(Path(appr_filepath), compression="snappy") #write checks - make sure there are no duplicates in the above (by propID/year) # if so, raise error and don't proceed + # assd = pl.scan_parquet(Path(assd_filepath), low_memory = True) #, row_group_size=50_000) + # appr = pl.scan_parquet(Path(appr_filepath), low_memory = True) + # market = pl.scan_parquet(Path(market_filepath), low_memory = True) - assd = pl.scan_parquet(Path(assd_filepath), low_memory = True) - appr = pl.scan_parquet(Path(appr_filepath), low_memory = True) - market = pl.scan_parquet(Path(market_filepath), low_memory = True) + # logging.info(f"Joining assessed values and market values on propid/year...") + # # join with market data + # assd_market = assd.join( + # other=market, + # how="left", + # on=['PropertyID', 'Year'], + # ).collect(streaming=True) - logging.info(f"Joining assessed values and market values on propid/year...") - # join with market data - assd.join( - other=market, - how="left", - on=['PropertyID', 'Year'], - ).sink_parquet(Path(output_filepath_temp1), compression="snappy") + # assd_market.sink_parquet(Path(output_filepath_temp1), compression="snappy") - logging.info(f"val/market join on propid/year complete. Starting second join...") + # logging.info(f"val/market join on propid/year complete. Starting second join...") - rankedtemp1_valhist = pl.scan_parquet(Path(output_filepath_temp1), low_memory = True) - logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(rankedtemp1_valhist)}") + # rankedtemp1_valhist = pl.scan_parquet(Path(output_filepath_temp1), low_memory = True) + # logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(rankedtemp1_valhist)}") - # check if the length of the output of a ldf is 0 (aka dataframe is empty) - logging.info(f"Check if appraisal dataframe is empty...") - if not is_lazydataframe_empty(appr): - logging.info(f"Appraisal dataframe is not empty! Joining with val/market...") - (rankedtemp1_valhist - # # join with appr data - ).join( - other=appr, - how="left", - on=['PropertyID', 'Year'], - ).sink_parquet( - Path(output_filepath_temp2), - compression="snappy" - ) - else: - logging.info(f"Appraisal dataframe is empty! Adding a col of nulls for appraisal col...") - (rankedtemp1_valhist - # add col of nulls for ApprTotalValue because not present for any PropIDs - ).with_columns([ - pl.when(True).then(None).alias("ApprTotalValue") - ]).sink_parquet( - Path(output_filepath_temp2), - compression="snappy" - ) - - logging.info(f"val/market/appr join on propid/year complete. Doing with_cols operations...") - (pl.scan_parquet(Path(output_filepath_temp2), low_memory = True) - .with_columns([ - #value conditional - pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) - .then(pl.col("AssdTotalValue")) - .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) - .then(pl.col("MarketTotalValue")) - .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) - .then(pl.col("ApprTotalValue")) - .otherwise(None) - .alias("Value").cast(pl.Int64), - #flag for which value is used - pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) - .then(pl.lit('Assd')) - .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) - .then(pl.lit('Market')) - .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) - .then(pl.lit('Appr')) - .otherwise(None) - .alias("AssessmentUsed") - ] - ).filter( - (pl.col('AssessmentUsed') == "Assd") - ).select( - ['PropertyID','Year', 'Value', 'MarketTotalValue', 'ApprTotalValue'] - )).sink_parquet(Path(output_filepath_ranked), compression="snappy") + # # check if the length of the output of a ldf is 0 (aka dataframe is empty) + # logging.info(f"Check if appraisal dataframe is empty...") + # if not is_lazydataframe_empty(appr): + # logging.info(f"Appraisal dataframe is not empty! Joining with val/market...") + # (rankedtemp1_valhist + # # # join with appr data + # ).join( + # other=appr, + # how="left", + # on=['PropertyID', 'Year'], + # ).sink_parquet( + # Path(output_filepath_temp2), + # compression="snappy" + # ) + # else: + # logging.info(f"Appraisal dataframe is empty! Adding a col of nulls for appraisal col...") + # (rankedtemp1_valhist + # # add col of nulls for ApprTotalValue because not present for any PropIDs + # ).with_columns([ + # pl.when(True).then(None).alias("ApprTotalValue") + # ]).sink_parquet( + # Path(output_filepath_temp2), + # compression="snappy" + # ) + + # logging.info(f"val/market/appr join on propid/year complete. Doing with_cols operations...") + # (pl.scan_parquet(Path(output_filepath_temp2), low_memory = True) + # .with_columns([ + # #value conditional + # pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) + # .then(pl.col("AssdTotalValue")) + # .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) + # .then(pl.col("MarketTotalValue")) + # .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) + # .then(pl.col("ApprTotalValue")) + # .otherwise(None) + # .alias("Value").cast(pl.Int64), + # #flag for which value is used + # pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) + # .then(pl.lit('Assd')) + # .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) + # .then(pl.lit('Market')) + # .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) + # .then(pl.lit('Appr')) + # .otherwise(None) + # .alias("AssessmentUsed") + # ] + # ).filter( + # (pl.col('AssessmentUsed') == "Assd") + # ).select( + # ['PropertyID','Year', 'Value', 'MarketTotalValue', 'ApprTotalValue'] + # )).sink_parquet(Path(output_filepath_ranked), compression="snappy") + + # # ignoring the market and appr values for now - will join later + # assd.select( + # ['PropertyID','Year', 'AssdTotalValue'] + # ).sink_parquet(Path(output_filepath_ranked), compression="snappy") logging.info(f"{output_filepath_ranked} complete.") - #delete unzipped file for memory conservation - logging.info("Deleting unzipped txt file...") - os.remove(unzipped_filepath) + #delete unzipped file for memory conservation + logging.info("Deleting unranked file...") + os.remove(output_filepath) + logging.info("Complete. Moving to next file...") @@ -456,30 +480,36 @@ def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename logging.info(f"Joining ranked val hist to prop, ranked_deed, and taxhist...") # https://docs.pola.rs/py-polars/html/reference/lazyframe/api/polars.LazyFrame.join.html - (ranked_valhist.join( + step1 = (ranked_valhist.join( # first join in the data from the annual file (prop characteristics) other= prop, how = "left", on='PropertyID', #validate='m:1', #checks if only 1 propertyid in annual file - force_parallel=True + # force_parallel=True # second join in the data from the most recent sale of each year - ).join( - other=ranked_deed, - how='left', - left_on=['PropertyID', 'Year'], - right_on=['PropertyID','RecordingYear'] - ).join( - other=taxhist, - how='left', - left_on=['PropertyID', 'Year'], - right_on=['PropertyID','TaxYear'] + )).collect(streaming=True) + + step1.write_parquet(output_filepath, use_pyarrow=True, compression=snappy) + step1.clear() + + # .join( + # other=ranked_deed, + # how='left', + # left_on=['PropertyID', 'Year'], + # right_on=['PropertyID','RecordingYear'] + # ).join( + # other=taxhist, + # how='left', + # left_on=['PropertyID', 'Year'], + # right_on=['PropertyID','TaxYear'] + # )).sink_parquet(output_filepath, compression="snappy") #filter for only observations with assessment and sales values - ).filter( - (pl.col('SaleAmt').is_not_null()) - ).drop( - ['PropertyClassID','FATimeStamp','SitusGeoStatusCode','FIPS_SitusCensusTract','AssessmentUsed'] - )).sink_parquet(output_filepath, compression="snappy") + # ).filter( + # (pl.col('SaleAmt').is_not_null()) + # ).drop( + # ['PropertyClassID','FATimeStamp','SitusGeoStatusCode','FIPS_SitusCensusTract','AssessmentUsed'] + # )).sink_parquet(output_filepath, compression="snappy") logging.info(f"Merged parquet file completed") def main(input_dir: str, log_file: str, annual_file_string: str, value_history_file_string: str): @@ -568,7 +598,7 @@ def main(input_dir: str, log_file: str, annual_file_string: str, value_history_f logging.info("Collecting all files in staging directory...") filenames = [file for file in os.listdir(staging_dir) if os.path.isfile(os.path.join(staging_dir, file))] sorted_filenames = {} - for file_type in [annual_file_string, "ranked_Deed", "TaxHist", f"ranked_{value_history_file_string}"]: + for file_type in [annual_file_string, "Deed", "TaxHist", f"{value_history_file_string}"]: sorted_filenames[file_type] = [filename for filename in filenames if file_type in filename] logging.info(f'Relevant files in staging: {sorted_filenames}') @@ -583,9 +613,9 @@ def main(input_dir: str, log_file: str, annual_file_string: str, value_history_f logging.info(f'Join into unified file...') logging.info(f'Memory usage {mem_profile()}') join(input_dir=input_dir, - ranked_valhist_filename=sorted_filenames[f'ranked_{value_history_file_string}'][0], + ranked_valhist_filename=sorted_filenames[f'{value_history_file_string}'][0], prop_filename=sorted_filenames[annual_file_string][0], - ranked_deed_filename=sorted_filenames['ranked_Deed'][0], + ranked_deed_filename=sorted_filenames['Deed'][0], taxhist_filename=sorted_filenames['TaxHist'][0]) logging.info(f'Join complete.') From 7ccf9e9451acd04a2ff5fb50e656c1a298e53796 Mon Sep 17 00:00:00 2001 From: claireboyd Date: Mon, 13 May 2024 10:56:10 -0500 Subject: [PATCH 2/6] start of Nicos edits --- README.md | 52 ++++++++++++ fa-etl.py | 228 ++++++++++++++++++++++++-------------------------- fa-etl.sbatch | 20 +++-- 3 files changed, 176 insertions(+), 124 deletions(-) diff --git a/README.md b/README.md index 9c627a7..6f090e4 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,57 @@ +# First American ETL Pipeline + +The `fa-etl.py` python script in this repository conducts an Extract, Transform, Load (ETL) process for national assessment data from First American. + +It automates the conversion of data from .txt.zip files into parquet format, does some and joins all relevant data, returning a `unified.parquet` file. + + + + +## Functionality + +Here's a breakdown of its functionalities: + +1. **Setup Environment**: The script sets up the necessary directories (`staging`, `unzipped`, `unified`, and `raw`) and a log file specified by the user. + +2. **Convert to Parquet**: It converts each `.txt.zip` file in the `raw` directory into Parquet format, which is more efficient for processing and storage. + +3. **Data Joining**: After conversion, the script joins all relevant Parquet files, filtering observations that contain assessed values and sales values. This ensures that only meaningful data is retained. + +4. **Geographic Validation**: It validates and standardizes geographic elements using spatial joins, enhancing the quality and consistency of the data. + +## Inputs + +- **input_dir** (str): Path to the input directory containing the `.txt.zip` files. +- **log_file** (str): Path to the log file where logging information will be saved. +- **annual_file_string** (str): Substring used to identify the annual file (`Prop` or `Annual`). +- **value_history_file_string** (str): Substring used to identify the value history file (`ValHist` or `ValueHistory`). + +## Outputs + +The script saves the processed data into the following directories: + +- **staging**: Contains intermediate Parquet files for all input `.txt.zip` files. +- **unified**: Contains final Parquet files with merged content after data joining. +- **unzipped**: Temporary directory that gets deleted at the end of the script, containing unzipped `.txt` files before conversion. + +## How to Run + +You can execute the script from the command line using the provided arguments. Here's an example: + +```bash +python fa-etl.py --input_dir --log_file --annual_file_string --value_history_file_string + + + # firstamerican-etl ## Geographic data https://uchicago.box.com/s/mmhsg7s9qs6jlov9u4kkt7vdoordt5kv + + + +command to check the size of files in a directory: +```bash +du -h --max-depth=0 * | sort -hr +``` \ No newline at end of file diff --git a/fa-etl.py b/fa-etl.py index 9af773c..9eb4213 100644 --- a/fa-etl.py +++ b/fa-etl.py @@ -82,7 +82,8 @@ def convert_sales(filename, input_dir): # check to make sure that the propID structure has been retained when converting to an int (1 if had a leading 0 or decimal, 0 otherwise) # (pl.when((pl.col("PropertyID_str").str.starts_with('0') | (pl.col("PropertyID_str") != pl.col('PropertyID').cast(pl.String)))).then(1).otherwise(0).alias("PropIDFlag")) ]) - ).sink_parquet(Path(output_filepath), compression="snappy") + ).collect(streaming=True, + ).write_parquet(Path(output_filepath), compression="snappy", use_pyarrow=True) logging.info(f"{output_filepath} complete.") #delete unzipped file for memory conservation @@ -183,7 +184,8 @@ def convert_prop(filename, input_dir): (pl.when(pl.col('SitusGeoStatusCode').cast(pl.Utf8).is_in(['5', '7', '9', 'A', 'B', 'X', 'R'])).then(pl.col('SitusGeoStatusCode')).otherwise(None).name.keep()), (pl.concat_str([pl.col("FIPS"), pl.col('SitusCensusTract')], separator= "_").fill_null(pl.col('FIPS')).alias("FIPS_SitusCensusTract")) ]) - ).sink_parquet(Path(output_filepath), compression="snappy") + ).collect(streaming=True, + ).write_parquet(output_filepath, compression="snappy", use_pyarrow=True) logging.info(f"{output_filepath} complete.") except Exception as e: @@ -342,104 +344,97 @@ def convert_valhist(filename, input_dir): .filter( ((pl.col('AssdTotalValue').is_not_null()) & (pl.col('AssdYear').is_not_null()))) .select(['PropertyID', 'Value', 'Year']) - ).sink_parquet(output_filepath_ranked) + ).collect(streaming=True + ).write_parquet(Path(assd_filepath), compression="snappy") - # if not os.path.exists(market_filepath): - # logging.info(f"Creating market parquet...") - # (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) - # .with_columns([pl.col('MarketValueYear').cast(pl.Int64).alias('Year')]) - # .filter( - # ((pl.col('MarketTotalValue').is_not_null()) & (pl.col('MarketValueYear').is_not_null()))) - # .select(['PropertyID', 'MarketTotalValue', 'Year']) - # ).sink_parquet(Path(market_filepath), compression="snappy") + if not os.path.exists(market_filepath): + logging.info(f"Creating market parquet...") + (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) + .with_columns([pl.col('MarketValueYear').cast(pl.Int64).alias('Year')]) + .filter( + ((pl.col('MarketTotalValue').is_not_null()) & (pl.col('MarketValueYear').is_not_null()))) + .select(['PropertyID', 'MarketTotalValue', 'Year']) + ).collect(streaming=True + ).write_parquet(Path(market_filepath), compression="snappy") - # if not os.path.exists(appr_filepath): - # logging.info(f"Creating appr parquet...") - # (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) - # .with_columns([pl.col('ApprYear').cast(pl.Int64).alias('Year')]) - # .filter( - # ((pl.col('ApprTotalValue').is_not_null() & (pl.col('ApprYear').is_not_null())))) - # .select(['PropertyID', 'ApprTotalValue', 'Year']) - # ).sink_parquet(Path(appr_filepath), compression="snappy") - - #write checks - make sure there are no duplicates in the above (by propID/year) - # if so, raise error and don't proceed - # assd = pl.scan_parquet(Path(assd_filepath), low_memory = True) #, row_group_size=50_000) - # appr = pl.scan_parquet(Path(appr_filepath), low_memory = True) - # market = pl.scan_parquet(Path(market_filepath), low_memory = True) - - # logging.info(f"Joining assessed values and market values on propid/year...") - # # join with market data - # assd_market = assd.join( - # other=market, - # how="left", - # on=['PropertyID', 'Year'], - # ).collect(streaming=True) - - # assd_market.sink_parquet(Path(output_filepath_temp1), compression="snappy") - - # logging.info(f"val/market join on propid/year complete. Starting second join...") - - # rankedtemp1_valhist = pl.scan_parquet(Path(output_filepath_temp1), low_memory = True) - # logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(rankedtemp1_valhist)}") + if not os.path.exists(appr_filepath): + logging.info(f"Creating appr parquet...") + (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) + .with_columns([pl.col('ApprYear').cast(pl.Int64).alias('Year')]) + .filter( + ((pl.col('ApprTotalValue').is_not_null() & (pl.col('ApprYear').is_not_null())))) + .select(['PropertyID', 'ApprTotalValue', 'Year']) + ).collect(streaming=True + ).write_parquet(Path(appr_filepath), compression="snappy") + + # write checks - make sure there are no duplicates in the above (by propID/year) + # if so, raise error and don't proceed + assd = pl.scan_parquet(Path(assd_filepath), low_memory = True) + appr = pl.scan_parquet(Path(appr_filepath), low_memory = True) + market = pl.scan_parquet(Path(market_filepath), low_memory = True) + + logging.info(f"Joining assessed values and market values on propid/year...") + # join with market data + assd_market = assd.join( + other=market, + how="left", + on=['PropertyID', 'Year'], + ).collect(streaming=True + ).write_parquet(Path(output_filepath_temp1), compression="snappy") + + logging.info(f"val/market join on propid/year complete. Starting second join...") + + rankedtemp1_valhist = pl.scan_parquet(Path(output_filepath_temp1), low_memory = True) + logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(rankedtemp1_valhist)}") - # # check if the length of the output of a ldf is 0 (aka dataframe is empty) - # logging.info(f"Check if appraisal dataframe is empty...") - # if not is_lazydataframe_empty(appr): - # logging.info(f"Appraisal dataframe is not empty! Joining with val/market...") - # (rankedtemp1_valhist - # # # join with appr data - # ).join( - # other=appr, - # how="left", - # on=['PropertyID', 'Year'], - # ).sink_parquet( - # Path(output_filepath_temp2), - # compression="snappy" - # ) - # else: - # logging.info(f"Appraisal dataframe is empty! Adding a col of nulls for appraisal col...") - # (rankedtemp1_valhist - # # add col of nulls for ApprTotalValue because not present for any PropIDs - # ).with_columns([ - # pl.when(True).then(None).alias("ApprTotalValue") - # ]).sink_parquet( - # Path(output_filepath_temp2), - # compression="snappy" - # ) - - # logging.info(f"val/market/appr join on propid/year complete. Doing with_cols operations...") - # (pl.scan_parquet(Path(output_filepath_temp2), low_memory = True) - # .with_columns([ - # #value conditional - # pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) - # .then(pl.col("AssdTotalValue")) - # .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) - # .then(pl.col("MarketTotalValue")) - # .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) - # .then(pl.col("ApprTotalValue")) - # .otherwise(None) - # .alias("Value").cast(pl.Int64), - # #flag for which value is used - # pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) - # .then(pl.lit('Assd')) - # .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) - # .then(pl.lit('Market')) - # .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) - # .then(pl.lit('Appr')) - # .otherwise(None) - # .alias("AssessmentUsed") - # ] - # ).filter( - # (pl.col('AssessmentUsed') == "Assd") - # ).select( - # ['PropertyID','Year', 'Value', 'MarketTotalValue', 'ApprTotalValue'] - # )).sink_parquet(Path(output_filepath_ranked), compression="snappy") - - # # ignoring the market and appr values for now - will join later - # assd.select( - # ['PropertyID','Year', 'AssdTotalValue'] - # ).sink_parquet(Path(output_filepath_ranked), compression="snappy") + # check if the length of the output of a ldf is 0 (aka dataframe is empty) + logging.info(f"Check if appraisal dataframe is empty...") + if not is_lazydataframe_empty(appr): + logging.info(f"Appraisal dataframe is not empty! Joining with val/market...") + (rankedtemp1_valhist + # # join with appr data + ).join( + other=appr, + how="left", + on=['PropertyID', 'Year'], + ).collect(streaming=True + ).write_parquet(Path(output_filepath_temp2), compression="snappy") + else: + logging.info(f"Appraisal dataframe is empty! Adding a col of nulls for appraisal col...") + (rankedtemp1_valhist + # add col of nulls for ApprTotalValue because not present for any PropIDs + ).with_columns([ + pl.when(True).then(None).alias("ApprTotalValue") + ]).collect(streaming=True + ).write_parquet(Path(output_filepath_temp2), compression="snappy") + + logging.info(f"val/market/appr join on propid/year complete. Doing with_cols operations...") + (pl.scan_parquet(Path(output_filepath_temp2), low_memory = True) + .with_columns([ + #value conditional + pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) + .then(pl.col("AssdTotalValue")) + .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) + .then(pl.col("MarketTotalValue")) + .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) + .then(pl.col("ApprTotalValue")) + .otherwise(None) + .alias("Value").cast(pl.Int64), + #flag for which value is used + pl.when((pl.col("AssdTotalValue").is_not_null()) & (pl.col("AssdTotalValue") != 0)) + .then(pl.lit('Assd')) + .when((pl.col("MarketTotalValue").is_not_null()) & (pl.col("MarketTotalValue") != 0)) + .then(pl.lit('Market')) + .when((pl.col("ApprTotalValue").is_not_null()) & (pl.col("ApprTotalValue") != 0)) + .then(pl.lit('Appr')) + .otherwise(None) + .alias("AssessmentUsed") + ] + ).filter( + (pl.col('AssessmentUsed') == "Assd") + ).select( + ['PropertyID','Year', 'Value', 'MarketTotalValue', 'ApprTotalValue'] + )).sink_parquet(Path(output_filepath_ranked), compression="snappy") logging.info(f"{output_filepath_ranked} complete.") @@ -471,7 +466,10 @@ def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename #read in parquet as lazy Dataframes logging.info(f"Reading in parquet files to merge...") ranked_valhist = pl.scan_parquet(Path(input_dir+"/staging/"+ranked_valhist_filename), low_memory=True) - prop = pl.scan_parquet(Path(input_dir+"/staging/"+prop_filename), low_memory=True) + prop = pl.scan_parquet(Path(input_dir+"/staging/"+prop_filename), + low_memory=True).drop( + ['PropertyClassID','FATimeStamp','SitusGeoStatusCode','FIPS_SitusCensusTract','AssessmentUsed'] + ) ranked_deed = pl.scan_parquet(Path(input_dir+"/staging/"+ranked_deed_filename), low_memory=True) taxhist = pl.scan_parquet(Path(input_dir+"/staging/"+taxhist_filename), low_memory=True) @@ -483,33 +481,26 @@ def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename step1 = (ranked_valhist.join( # first join in the data from the annual file (prop characteristics) other= prop, - how = "left", + how = "inner", on='PropertyID', #validate='m:1', #checks if only 1 propertyid in annual file # force_parallel=True # second join in the data from the most recent sale of each year + ).join( + other=ranked_deed, + how='inner', + left_on=['PropertyID', 'Year'], + right_on=['PropertyID','RecordingYear'] + ).join( + other=taxhist, + how='inner', + left_on=['PropertyID', 'Year'], + right_on=['PropertyID','TaxYear'] )).collect(streaming=True) - step1.write_parquet(output_filepath, use_pyarrow=True, compression=snappy) + step1.write_parquet(output_filepath, use_pyarrow=True, compression="snappy") step1.clear() - - # .join( - # other=ranked_deed, - # how='left', - # left_on=['PropertyID', 'Year'], - # right_on=['PropertyID','RecordingYear'] - # ).join( - # other=taxhist, - # how='left', - # left_on=['PropertyID', 'Year'], - # right_on=['PropertyID','TaxYear'] - # )).sink_parquet(output_filepath, compression="snappy") - #filter for only observations with assessment and sales values - # ).filter( - # (pl.col('SaleAmt').is_not_null()) - # ).drop( - # ['PropertyClassID','FATimeStamp','SitusGeoStatusCode','FIPS_SitusCensusTract','AssessmentUsed'] - # )).sink_parquet(output_filepath, compression="snappy") + logging.info(f"Merged parquet file completed") def main(input_dir: str, log_file: str, annual_file_string: str, value_history_file_string: str): @@ -612,6 +603,7 @@ def main(input_dir: str, log_file: str, annual_file_string: str, value_history_f #assuming only one file per list logging.info(f'Join into unified file...') logging.info(f'Memory usage {mem_profile()}') + join(input_dir=input_dir, ranked_valhist_filename=sorted_filenames[f'{value_history_file_string}'][0], prop_filename=sorted_filenames[annual_file_string][0], diff --git a/fa-etl.sbatch b/fa-etl.sbatch index 87a37f0..6a6e3fb 100644 --- a/fa-etl.sbatch +++ b/fa-etl.sbatch @@ -1,10 +1,11 @@ #!/bin/bash #SBATCH --job-name=firstamerican_etl_job -#SBATCH --partition=caslake +#SBATCH --partition=bigmem #SBATCH --nodes=1 -#SBATCH --ntasks=32 -#SBATCH --mem=175000 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=45 +#SBATCH --mem=700000 #SBATCH --output=/project/crberry/firstamerican-etl/deployments/deploy_etl.out #SBATCH --error=/project/crberry/firstamerican-etl/deployments/deploy_etl.err #SBATCH --mail-type=ALL @@ -24,9 +25,16 @@ module load python/anaconda-2022.05 source activate fa_etl_env log_file_arg=/project/crberry/firstamerican-etl/deployments/deploy_etl.log -input_dir_arg=/project/crberry/firstamerican-etl/deployments/national -annual_file_string_arg=Annual -value_history_file_string_arg=ValueHistory + +# #national dataset params +# input_dir_arg=/project/crberry/firstamerican-etl/deployments/national +# annual_file_string_arg=Annual +# value_history_file_string_arg=ValueHistory + +#one county test params +input_dir_arg=/project/crberry/firstamerican-etl/deployments/36061 +annual_file_string_arg=Prop +value_history_file_string_arg=ValHist python fa-etl.py --input_dir $input_dir_arg --log_file $log_file_arg --annual_file_string $annual_file_string_arg --value_history_file_string $value_history_file_string_arg From 4f5e22d756d50bab0f9005f6d955553b95bf58bb Mon Sep 17 00:00:00 2001 From: claireboyd Date: Mon, 13 May 2024 12:50:53 -0500 Subject: [PATCH 3/6] ready for test on larger file --- fa-etl.py | 143 ++++++++++++++++++++++++++++-------------------------- 1 file changed, 74 insertions(+), 69 deletions(-) diff --git a/fa-etl.py b/fa-etl.py index 9eb4213..58cdd4c 100644 --- a/fa-etl.py +++ b/fa-etl.py @@ -10,12 +10,15 @@ def mem_profile() -> str: mem_use = str(round(100 - psutil.virtual_memory().percent,4))+'% of '+str(round(psutil.virtual_memory().total/1e+9,3))+' GB RAM' return mem_use -def is_lazydataframe_empty(ldf): +def is_lazydataframe_empty(filepath): """ Checks if a polars lazy dataframe is empty given a lazy dataframe. Returns: boolean (True, False) """ - return ((ldf.describe().filter(pl.col("statistic") == "count")["PropertyID"])[0] == 0) + if pl.scan_parquet(filepath) is None: + return True + else: + return False def convert_sales(filename, input_dir): ''' @@ -55,8 +58,8 @@ def convert_sales(filename, input_dir): with zipfile.ZipFile(input_filepath, 'r') as zip_ref: zip_ref.extractall(unzipped_dir) - # #convert all sales txt file to parquet - # try: + #convert all sales txt file to parquet + try: logging.info(f"Converting {input_filepath} to parquet...") (pl.scan_csv(Path(unzipped_filepath), separator = '|', low_memory = True, try_parse_dates=True, infer_schema_length=1000, ignore_errors = True, truncate_ragged_lines = True) .select(['PropertyID', 'SaleAmt', 'RecordingDate', 'FIPS', 'FATimeStamp', 'FATransactionID', 'TransactionType', 'SaleDate']) @@ -84,53 +87,51 @@ def convert_sales(filename, input_dir): ]) ).collect(streaming=True, ).write_parquet(Path(output_filepath), compression="snappy", use_pyarrow=True) + logging.info(f"{output_filepath} complete.") #delete unzipped file for memory conservation logging.info("Deleting unzipped txt file...") os.remove(unzipped_filepath) - # except Exception as e: - # if os.path.exists(output_filepath): - # os.remove(output_filepath) - # logging.info(f"Error: {str(e)}") - # sys.exit() + except Exception as e: + if os.path.exists(output_filepath): + os.remove(output_filepath) + logging.error(f"Error: {str(e)}") + sys.exit() # ranked sales file (only gets the most recent sale from each year/ID combination) - #try: - - if not os.path.exists(output_filepath_ranked): - - logging.info(f"Creating {output_filepath_ranked}...") - sale_ranked = (pl.scan_parquet(Path(output_filepath), low_memory = True, parallel='row_groups', use_statistics=False, hive_partitioning=False) - .filter(pl.col('SaleFlag') == 1) - .with_columns([ - (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(['RecordingYear', "PropertyID"]).alias("RecentSaleByYear")), - (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(["PropertyID"]).alias("MostRecentSale")), - (pl.col('PropertyID').cast(pl.Int64)), - (pl.col('RecordingYear').cast(pl.Int64)), - (pl.col('SaleAmt').cast(pl.Int64)), - ]) - .filter(pl.col('RecentSaleByYear') == 1) - ).select(['PropertyID', 'SaleAmt', 'RecordingYear'] - ).collect(streaming=True) + try: + if not os.path.exists(output_filepath_ranked): + logging.info(f"Creating {output_filepath_ranked}...") + sale_ranked = (pl.scan_parquet(Path(output_filepath), low_memory = True, parallel='row_groups', use_statistics=False, hive_partitioning=False) + .filter(pl.col('SaleFlag') == 1) + .with_columns([ + (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(['RecordingYear', "PropertyID"]).alias("RecentSaleByYear")), + (pl.col("RecordingDate").rank(method="random", descending = True, seed = 1).over(["PropertyID"]).alias("MostRecentSale")), + (pl.col('PropertyID').cast(pl.Int64)), + (pl.col('RecordingYear').cast(pl.Int64)), + (pl.col('SaleAmt').cast(pl.Int64)), + ]) + .filter(pl.col('RecentSaleByYear') == 1) + ).select(['PropertyID', 'SaleAmt', 'RecordingYear'] + ).collect(streaming=True) - sale_ranked.write_parquet(Path(output_filepath_ranked), use_pyarrow=True, compression="snappy") - sale_ranked.clear() - logging.info(f"{output_filepath_ranked} complete.") + sale_ranked.write_parquet(Path(output_filepath_ranked), use_pyarrow=True, compression="snappy") + sale_ranked.clear() + logging.info(f"{output_filepath_ranked} complete.") - - - # except Exception as e: - # if os.path.exists(output_filepath_ranked): - # os.remove(output_filepath_ranked) - # logging.info(f"Error: {str(e)}") - # sys.exit() + except Exception as e: + if os.path.exists(output_filepath_ranked): + os.remove(output_filepath_ranked) + logging.error(f"Error: {str(e)}") + sys.exit() - logging.info("remove just Deed file") + logging.info("remove just deed file") os.remove(output_filepath) logging.info("Complete. Moving to next file...") + def convert_prop(filename, input_dir): ''' Convert zipped txt prop (annual) file into parquet format. @@ -167,9 +168,9 @@ def convert_prop(filename, input_dir): # convert annual file to parquet logging.info(f"Converting {input_filepath} to parquet...") - # see https://github.com/mansueto-institute/fa-etl/blob/main/fa-etl.py#L127-L155 (pl.scan_csv(unzipped_filepath, separator = '|', low_memory = True, try_parse_dates=True, infer_schema_length=1000, ignore_errors = True, truncate_ragged_lines = True) .select(['PropertyID', 'PropertyClassID', "FATimeStamp", 'SitusLatitude', 'SitusLongitude', 'SitusFullStreetAddress', 'SitusCity', 'SitusState', 'SitusZIP5', 'FIPS', 'SitusCensusTract', 'SitusCensusBlock', 'SitusGeoStatusCode']) + # filter for only residential properties early in the pipeline. .filter(pl.col('PropertyClassID') == 'R') .filter(pl.col('PropertyID').is_not_null()) .with_columns([ @@ -326,24 +327,23 @@ def convert_valhist(filename, input_dir): else: logging.info(f"{output_filepath} already exists. Moving on...") - if not os.path.exists(output_filepath_ranked): logging.info(f"Creating {output_filepath_temp1}...") #temp filepaths assd_filepath = output_dir+"/assd.parquet" - # market_filepath = output_dir+"/market.parquet" - # appr_filepath = output_dir+"/appr.parquet" - # logging.info(f"filepaths: {assd_filepath}, {market_filepath} and {appr_filepath}...") + market_filepath = output_dir+"/market.parquet" + appr_filepath = output_dir+"/appr.parquet" + logging.info(f"filepaths: {assd_filepath}, {market_filepath} and {appr_filepath}...") if not os.path.exists(assd_filepath): logging.info(f"Creating assd parquet...") (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) .with_columns([pl.col('AssdYear').cast(pl.Int64).alias('Year')]) - .with_columns([pl.col('AssdTotalValue').cast(pl.Int64).alias('Value')]) + #.with_columns([pl.col('AssdTotalValue').cast(pl.Int64).alias('Value')]) .filter( ((pl.col('AssdTotalValue').is_not_null()) & (pl.col('AssdYear').is_not_null()))) - .select(['PropertyID', 'Value', 'Year']) + .select(['PropertyID', 'AssdTotalValue', 'Year']) ).collect(streaming=True ).write_parquet(Path(assd_filepath), compression="snappy") @@ -359,23 +359,26 @@ def convert_valhist(filename, input_dir): if not os.path.exists(appr_filepath): logging.info(f"Creating appr parquet...") - (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) + appr = (pl.scan_parquet(Path(output_filepath), low_memory = True, use_statistics=True, hive_partitioning=True) .with_columns([pl.col('ApprYear').cast(pl.Int64).alias('Year')]) .filter( ((pl.col('ApprTotalValue').is_not_null() & (pl.col('ApprYear').is_not_null())))) .select(['PropertyID', 'ApprTotalValue', 'Year']) - ).collect(streaming=True - ).write_parquet(Path(appr_filepath), compression="snappy") + ).collect(streaming=True) + + # only write the file if there are rows in the df + if appr.shape[0] > 0: + appr.write_parquet(Path(appr_filepath), compression="snappy") + appr.clear() - # write checks - make sure there are no duplicates in the above (by propID/year) - # if so, raise error and don't proceed assd = pl.scan_parquet(Path(assd_filepath), low_memory = True) - appr = pl.scan_parquet(Path(appr_filepath), low_memory = True) market = pl.scan_parquet(Path(market_filepath), low_memory = True) + if os.path.isfile(appr_filepath): + appr = pl.scan_parquet(Path(appr_filepath), low_memory = True) logging.info(f"Joining assessed values and market values on propid/year...") # join with market data - assd_market = assd.join( + assd.join( other=market, how="left", on=['PropertyID', 'Year'], @@ -385,12 +388,12 @@ def convert_valhist(filename, input_dir): logging.info(f"val/market join on propid/year complete. Starting second join...") rankedtemp1_valhist = pl.scan_parquet(Path(output_filepath_temp1), low_memory = True) - logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(rankedtemp1_valhist)}") + logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(output_filepath_temp1)}") - # check if the length of the output of a ldf is 0 (aka dataframe is empty) - logging.info(f"Check if appraisal dataframe is empty...") - if not is_lazydataframe_empty(appr): - logging.info(f"Appraisal dataframe is not empty! Joining with val/market...") + # check if dataframe is empty + logging.info(f"Join to appraisal if exists ...") + if os.path.isfile(appr_filepath): + logging.info(f"Appraisal exists! Joining with val/market...") (rankedtemp1_valhist # # join with appr data ).join( @@ -433,18 +436,21 @@ def convert_valhist(filename, input_dir): ).filter( (pl.col('AssessmentUsed') == "Assd") ).select( - ['PropertyID','Year', 'Value', 'MarketTotalValue', 'ApprTotalValue'] + ['PropertyID','Year', 'AssdTotalValue', 'MarketTotalValue', 'ApprTotalValue'] )).sink_parquet(Path(output_filepath_ranked), compression="snappy") logging.info(f"{output_filepath_ranked} complete.") - #delete unzipped file for memory conservation - logging.info("Deleting unranked file...") - os.remove(output_filepath) + #delete staging files for memory conservation + logging.info("Deleting staging files...") + for file in [assd_filepath, market_filepath, appr_filepath, + output_filepath, output_filepath_temp1, output_filepath_temp2]: + # if exists, delete + if os.path.isfile(file): + os.remove(file) logging.info("Complete. Moving to next file...") - def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename, taxhist_filename): ''' Creates one merged parquet file with an observation as each unique and @@ -478,14 +484,12 @@ def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename logging.info(f"Joining ranked val hist to prop, ranked_deed, and taxhist...") # https://docs.pola.rs/py-polars/html/reference/lazyframe/api/polars.LazyFrame.join.html - step1 = (ranked_valhist.join( + join = (ranked_valhist.join( # first join in the data from the annual file (prop characteristics) other= prop, how = "inner", on='PropertyID', - #validate='m:1', #checks if only 1 propertyid in annual file - # force_parallel=True - # second join in the data from the most recent sale of each year + #second join in the data from the most recent sale of each year ).join( other=ranked_deed, how='inner', @@ -493,13 +497,14 @@ def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename right_on=['PropertyID','RecordingYear'] ).join( other=taxhist, - how='inner', + how='left', left_on=['PropertyID', 'Year'], right_on=['PropertyID','TaxYear'] - )).collect(streaming=True) + ) + ).collect(streaming=True) - step1.write_parquet(output_filepath, use_pyarrow=True, compression="snappy") - step1.clear() + join.write_parquet(output_filepath, use_pyarrow=True, compression="snappy") + join.clear() logging.info(f"Merged parquet file completed") From 4eac641eabf9b36918ec66347198bb177bba1287 Mon Sep 17 00:00:00 2001 From: claireboyd Date: Tue, 14 May 2024 12:46:24 -0500 Subject: [PATCH 4/6] functioning pipeline with output --- fa-etl.py | 32 +++++++++++++------------------- fa-etl.sbatch | 20 ++++++++++---------- 2 files changed, 23 insertions(+), 29 deletions(-) diff --git a/fa-etl.py b/fa-etl.py index 58cdd4c..0a3a7ac 100644 --- a/fa-etl.py +++ b/fa-etl.py @@ -10,16 +10,6 @@ def mem_profile() -> str: mem_use = str(round(100 - psutil.virtual_memory().percent,4))+'% of '+str(round(psutil.virtual_memory().total/1e+9,3))+' GB RAM' return mem_use -def is_lazydataframe_empty(filepath): - """ - Checks if a polars lazy dataframe is empty given a lazy dataframe. - Returns: boolean (True, False) - """ - if pl.scan_parquet(filepath) is None: - return True - else: - return False - def convert_sales(filename, input_dir): ''' Convert zipped txt sales (deed) file into parquet format. @@ -86,7 +76,7 @@ def convert_sales(filename, input_dir): # (pl.when((pl.col("PropertyID_str").str.starts_with('0') | (pl.col("PropertyID_str") != pl.col('PropertyID').cast(pl.String)))).then(1).otherwise(0).alias("PropIDFlag")) ]) ).collect(streaming=True, - ).write_parquet(Path(output_filepath), compression="snappy", use_pyarrow=True) + ).write_parquet(Path(output_filepath), compression="snappy") logging.info(f"{output_filepath} complete.") @@ -117,7 +107,7 @@ def convert_sales(filename, input_dir): ).select(['PropertyID', 'SaleAmt', 'RecordingYear'] ).collect(streaming=True) - sale_ranked.write_parquet(Path(output_filepath_ranked), use_pyarrow=True, compression="snappy") + sale_ranked.write_parquet(Path(output_filepath_ranked), compression="snappy") sale_ranked.clear() logging.info(f"{output_filepath_ranked} complete.") @@ -185,8 +175,9 @@ def convert_prop(filename, input_dir): (pl.when(pl.col('SitusGeoStatusCode').cast(pl.Utf8).is_in(['5', '7', '9', 'A', 'B', 'X', 'R'])).then(pl.col('SitusGeoStatusCode')).otherwise(None).name.keep()), (pl.concat_str([pl.col("FIPS"), pl.col('SitusCensusTract')], separator= "_").fill_null(pl.col('FIPS')).alias("FIPS_SitusCensusTract")) ]) - ).collect(streaming=True, - ).write_parquet(output_filepath, compression="snappy", use_pyarrow=True) + ).collect( + streaming=True + ).write_parquet(output_filepath, compression="snappy") logging.info(f"{output_filepath} complete.") except Exception as e: @@ -245,7 +236,8 @@ def convert_taxhist(filename, input_dir): #assumption that tax amount is off by 100 (pl.col("TaxAmt").cast(pl.Int64)/100).alias("TaxAmtAdjusted"), ]) - ).sink_parquet(Path(output_filepath), compression="snappy") + ).collect(streaming=True + ).write_parquet(Path(output_filepath), compression="snappy") logging.info(f"{output_filepath} complete.") except Exception as e: @@ -318,7 +310,8 @@ def convert_valhist(filename, input_dir): (pl.col('ApprYear').cast(pl.Int64)), (pl.col('TaxableYear').cast(pl.Int64)), ]) - ).sink_parquet(Path(output_filepath), compression="snappy") + ).collect(streaming=True + ).write_parquet(Path(output_filepath), compression="snappy") logging.info(f"{output_filepath} complete.") #delete unzipped file for memory conservation @@ -388,7 +381,6 @@ def convert_valhist(filename, input_dir): logging.info(f"val/market join on propid/year complete. Starting second join...") rankedtemp1_valhist = pl.scan_parquet(Path(output_filepath_temp1), low_memory = True) - logging.info(f"is ranked_valhist empty? {is_lazydataframe_empty(output_filepath_temp1)}") # check if dataframe is empty logging.info(f"Join to appraisal if exists ...") @@ -437,7 +429,9 @@ def convert_valhist(filename, input_dir): (pl.col('AssessmentUsed') == "Assd") ).select( ['PropertyID','Year', 'AssdTotalValue', 'MarketTotalValue', 'ApprTotalValue'] - )).sink_parquet(Path(output_filepath_ranked), compression="snappy") + )).collect( + streaming=True + ).write_parquet(Path(output_filepath_ranked), compression="snappy") logging.info(f"{output_filepath_ranked} complete.") @@ -503,7 +497,7 @@ def join(input_dir, ranked_valhist_filename, prop_filename, ranked_deed_filename ) ).collect(streaming=True) - join.write_parquet(output_filepath, use_pyarrow=True, compression="snappy") + join.write_parquet(output_filepath, compression="snappy") join.clear() logging.info(f"Merged parquet file completed") diff --git a/fa-etl.sbatch b/fa-etl.sbatch index 6a6e3fb..5803b34 100644 --- a/fa-etl.sbatch +++ b/fa-etl.sbatch @@ -1,11 +1,11 @@ #!/bin/bash #SBATCH --job-name=firstamerican_etl_job -#SBATCH --partition=bigmem +#SBATCH --partition=caslake #SBATCH --nodes=1 #SBATCH --ntasks=1 #SBATCH --cpus-per-task=45 -#SBATCH --mem=700000 +#SBATCH --mem=175000 #SBATCH --output=/project/crberry/firstamerican-etl/deployments/deploy_etl.out #SBATCH --error=/project/crberry/firstamerican-etl/deployments/deploy_etl.err #SBATCH --mail-type=ALL @@ -26,15 +26,15 @@ source activate fa_etl_env log_file_arg=/project/crberry/firstamerican-etl/deployments/deploy_etl.log -# #national dataset params -# input_dir_arg=/project/crberry/firstamerican-etl/deployments/national -# annual_file_string_arg=Annual -# value_history_file_string_arg=ValueHistory +#national dataset params +input_dir_arg=/project/crberry/firstamerican-etl/deployments/national +annual_file_string_arg=Annual +value_history_file_string_arg=ValueHistory -#one county test params -input_dir_arg=/project/crberry/firstamerican-etl/deployments/36061 -annual_file_string_arg=Prop -value_history_file_string_arg=ValHist +# #one county test params +# input_dir_arg=/project/crberry/firstamerican-etl/deployments/36061 +# annual_file_string_arg=Prop +# value_history_file_string_arg=ValHist python fa-etl.py --input_dir $input_dir_arg --log_file $log_file_arg --annual_file_string $annual_file_string_arg --value_history_file_string $value_history_file_string_arg From 18d5e6f0815e3a3ff02e2e7b0b484463add29d95 Mon Sep 17 00:00:00 2001 From: claireboyd Date: Tue, 14 May 2024 16:19:14 -0500 Subject: [PATCH 5/6] simple analysis saved --- national/firstamerican_nationalsummary.csv | 3262 ++++++++++++++++++++ national/merged_analysis.ipynb | 259 ++ 2 files changed, 3521 insertions(+) create mode 100644 national/firstamerican_nationalsummary.csv create mode 100644 national/merged_analysis.ipynb diff --git a/national/firstamerican_nationalsummary.csv b/national/firstamerican_nationalsummary.csv new file mode 100644 index 0000000..e190589 --- /dev/null +++ b/national/firstamerican_nationalsummary.csv @@ -0,0 +1,3262 @@ +FIPS,Year,TotalSales,AssdTotalValue_mean,AssdTotalValue_median,sales_ratio_mean,sales_ratio_median,sales_ratio_non_nulls_count,freq_valid_sales_ratio +08109,2014,89,6741.730337078651,5010.0,0.11331325375010615,0.0796028908100605,89,1.0 +01013,2018,87,29757.35632183908,15660.0,0.19310344827586176,0.2,87,1.0 +08085,2020,1108,17684.807761732853,15555.0,0.10457869252071353,0.07149805510574198,1108,1.0 +05073,2018,24,8681.666666666666,7420.0,0.20000000000000007,0.2,24,1.0 +08125,2022,53,11300.471698113208,9044.0,0.08754212244558045,0.0795990965556183,53,1.0 +08085,2017,1013,15005.399802566633,13050.0,0.11095888647128611,0.07200090709804217,1013,1.0 +05111,2018,171,14247.894736842105,11570.0,0.19999999999999968,0.2,171,1.0 +01085,2013,55,114374.90909090909,94860.0,1.0,1.0,55,1.0 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+01107,2014,49,105970.20408163265,94780.0,1.0,1.0,49,1.0 +05021,2014,112,8671.339285714286,8130.0,0.19679423880711347,0.2,112,1.0 +05019,2015,444,17554.684684684686,14825.0,0.2000173934680993,0.2,444,1.0 +12019,2017,6073,132831.26494319117,113211.0,0.9348350926633513,1.0,6073,1.0 +06039,2018,2305,157975.9032537961,139220.0,,,, +12023,2017,1424,82044.71558988764,64742.0,0.9888243256395355,1.0,1424,1.0 +01133,2020,545,28800.366972477063,19860.0,0.14643952502044397,0.1003690036900369,545,1.0 +06007,2019,4878,218632.87351373513,185007.0,,,, +08051,2018,495,28889.79797979798,19410.0,0.1068722934071222,0.07200271160178191,495,1.0 +12011,2023,34543,323005.29774483974,223150.0,0.7360751345990999,0.784328286699885,34543,1.0 +04007,2021,1813,18277.889685603972,14183.0,0.10219825969224633,0.10000048218565112,1813,1.0 +08091,2018,197,27281.522842639595,21750.0,0.12442951734571413,0.0720081135902637,197,1.0 +05079,2017,95,12288.105263157895,7460.0,0.19999999999999962,0.2,95,1.0 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+01119,2014,138,7370.144927536232,5730.0,0.11459552641672462,0.10019502478518871,138,1.0 +08055,2016,191,8667.015706806284,6882.0,0.10372855566565542,0.07960129159062193,191,1.0 +06101,2014,1077,160042.48560817086,155000.0,,,, +05137,2019,229,17325.764192139737,13370.0,0.20000000000000048,0.2,229,1.0 +12031,2019,22308,182593.50820333514,118000.0,0.9336829435392074,1.0,22308,1.0 +08105,2018,257,15452.396887159533,10596.0,0.08618081139738429,0.07200066304503432,257,1.0 +06007,2016,3443,203059.31164681964,176918.0,,,, +12073,2016,6139,158959.79003094966,104745.0,0.964863387565499,1.0,6139,1.0 +01101,2013,2834,21540.169371912492,12815.0,0.14403669724770646,0.1,2834,1.0 +01059,2017,235,11312.765957446809,9700.0,0.1382691277688469,0.1010989010989011,235,1.0 +08005,2016,14650,23856.727645051196,17353.0,,,, +05067,2013,60,8422.166666666666,6175.0,0.19999999999999982,0.2,60,1.0 +01115,2020,2304,22412.937065972223,19730.0,0.12635692574902113,0.1,2303,0.9995659722222222 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+12035,2018,4564,133180.48444347063,116740.5,0.9422790531525995,1.0,4564,1.0 +05045,2023,1546,33613.36351875809,29830.0,0.19999999999999418,0.2,1546,1.0 +05135,2022,692,14761.676300578034,10180.0,0.20000000000000098,0.2,692,1.0 +06021,2016,336,121820.80952380953,103493.5,,,, +05065,2023,274,15737.408759124088,11500.0,0.20000000000000087,0.2,274,1.0 +06027,2014,177,213470.7966101695,199803.0,,,, +08037,2014,1410,62084.81560283688,30755.0,,,, +05033,2015,736,18327.296195652172,16985.0,,,, +06093,2021,1105,172335.5402714932,142947.0,,,, +05029,2014,136,14156.801470588236,12531.5,,,, +08037,2018,1778,85756.27671541057,41395.0,0.08867088979294431,0.07200049419617627,1778,1.0 +04001,2020,461,9671.55748373102,6910.0,0.0820941206980468,0.07731971888368303,461,1.0 +12003,2020,452,114517.9557522124,112584.0,0.8880960215627245,1.0,452,1.0 +12045,2020,1408,208300.84943181818,126958.5,0.8296347202075581,0.9839156992126677,1408,1.0 +05055,2017,923,18556.045503791982,16270.0,,,, +04013,2020,119353,26472.68383702127,19680.0,0.10838952893718738,0.1,119353,1.0 +08065,2019,189,18917.9417989418,16345.0,1.0,1.0,189,1.0 +01057,2017,21,8920.952380952382,6060.0,0.13476869704879485,0.10062893081761007,21,1.0 +12055,2019,2987,93537.76933377971,78659.0,0.9331142484251764,1.0,2987,1.0 +05099,2013,30,10421.333333333334,7455.0,,,, +01089,2020,10271,22946.801577256352,17690.0,0.14338428639553383,0.1,10271,1.0 +08071,2018,315,8859.42857142857,7170.0,0.09456125935455015,0.0720198531836246,315,1.0 +12065,2014,147,84888.93197278911,62827.0,0.9505873525093904,1.0,147,1.0 +06027,2018,244,229165.75819672132,198900.0,,,, +05035,2023,852,19961.92723004695,14855.0,0.19999999999999868,0.2,852,1.0 +08089,2017,262,6092.064885496183,4704.5,0.07687523733180994,0.07200046437223065,262,1.0 +08055,2022,201,9210.243781094527,7182.0,0.07473497898471922,0.06950070209548499,201,1.0 +08059,2014,12193,20533.67735585992,17127.0,,,, +06035,2018,554,141602.42418772564,123075.0,,,, +01093,2020,256,12329.921875,10280.0,0.1535351165360126,0.1798838918936239,256,1.0 +05073,2020,49,10458.367346938776,9580.0,0.19999999999999996,0.2,49,1.0 +06021,2018,352,158440.79829545456,121216.5,,,, +08057,2019,40,20486.475,10700.0,0.08144001304697217,0.07150166632092685,38,0.95 +05019,2019,123,20187.886178861787,18510.0,0.19999999999999954,0.2,123,1.0 +05065,2013,60,11259.833333333334,7395.0,0.19999999999999982,0.2,60,1.0 +08015,2021,770,30120.14285714286,27355.0,0.09124643887881054,0.0715014102509426,770,1.0 +08095,2021,78,12226.794871794871,11205.0,0.07188905261243206,0.07150101174360794,78,1.0 +02090,2021,1748,244372.2900457666,236712.0,1.0,1.0,1748,1.0 +08001,2022,11009,27505.20664910528,23680.0,0.1121791674593975,0.06950476098565271,11009,1.0 +12083,2019,12517,92180.53423344252,75561.0,0.9348165659628985,1.0,12517,1.0 +12027,2020,536,102904.92164179105,86000.0,0.9006780232515987,1.0,536,1.0 +06017,2019,4331,359262.98360655736,304980.0,,,, +12033,2022,8234,174611.3709011416,126750.0,0.8898976889715616,1.0,8234,1.0 +05147,2014,47,6275.808510638298,4244.0,,,, +12063,2023,409,112563.84107579463,90429.0,0.8696378196198756,1.0,409,1.0 +04019,2016,41991,14595.81672263104,11357.0,0.05292200842999466,0.05000033534765491,41948,0.9989759710414137 +01053,2018,13,11847.692307692309,12200.0,0.15386751695145298,0.19967663702506064,13,1.0 +06089,2022,3482,250680.46467547386,224661.0,,,, +06025,2023,1106,184415.4321880651,173105.0,,,, +01091,2017,113,12130.265486725664,10660.0,0.12912087767685348,0.1000721240533718,113,1.0 +09015,2022,1515,139707.3287128713,123410.0,,,, +09011,2018,3555,169221.81744022504,139260.0,,,, +12021,2016,18984,307782.81147281924,173490.5,0.8666717662269492,0.9396763313059233,18984,1.0 +01113,2018,261,19681.45593869732,17500.0,0.15921953539791836,0.19985391704352962,261,1.0 +05001,2016,101,18253.168316831685,16280.0,0.1999999999999996,0.2,101,1.0 +12085,2019,2791,265139.61698316014,179700.0,0.8853299389903082,1.0,2791,1.0 +05049,2016,271,10262.472324723247,8270.0,0.20000000000000084,0.2,271,1.0 +08125,2018,146,8249.109589041096,6950.0,,,, +12081,2017,13660,191591.42818448023,127438.5,0.927049464699578,1.0,13660,1.0 +05083,2018,328,14137.469512195123,11995.0,0.2000000000000012,0.2,328,1.0 +09005,2019,3028,190521.20145310435,142380.0,,,, +06047,2022,3168,225816.62910353535,208583.0,,,, +04021,2016,10799,11673.684878229466,11740.0,0.10888126544436849,0.10000089791593711,10799,1.0 +02230,2018,8,254062.5,258000.0,1.0,1.0,8,1.0 +10003,2021,2430,63660.9670781893,56300.0,,,, +05057,2022,320,16903.71875,12645.0,0.20000000000000115,0.2,320,1.0 +05095,2021,61,8063.2786885245905,7250.0,0.19999999999999982,0.2,61,1.0 +12015,2018,8828,137133.36248300862,108439.0,0.9203737456441969,1.0,8827,0.9998867240598097 +05021,2013,72,9815.833333333334,7140.0,0.1985230631363298,0.2,72,1.0 +08049,2016,1166,20674.210977701543,16145.0,0.10773055029279803,0.07960314335242133,1166,1.0 +06027,2022,198,265691.202020202,238960.0,,,, +05149,2014,210,14496.809523809523,10815.0,0.195588579178847,0.2,210,1.0 +06029,2023,9256,228655.57195332757,202845.5,,,, +08071,2019,276,10034.202898550724,8100.0,0.0949204078078945,0.07151865768014773,276,1.0 +01033,2018,603,15198.573797678275,12500.0,0.12393398639639483,0.10003954132068012,475,0.7877280265339967 +08059,2021,13667,36142.131118753205,30142.0,0.0801607965641074,0.07150006185899495,13560,0.992170922660423 +05001,2019,253,18079.644268774704,13870.0,0.2000000000000007,0.2,253,1.0 +08067,2018,1449,27641.152518978604,24280.0,,,, +01061,2017,320,10943.9375,8830.0,0.1320595234844438,0.10040596588568132,320,1.0 +01103,2022,2236,21786.10465116279,17240.0,0.1254472271914106,0.1,2236,1.0 +08121,2020,95,10150.22105263158,7725.0,0.09024734676577426,0.07150051082119102,92,0.968421052631579 +05069,2021,1089,17012.75482093664,12720.0,0.1999999999999965,0.2,1089,1.0 +06059,2015,34272,535616.7533846872,400000.0,,,, +12011,2016,116630,206032.4297350596,134760.0,1.1468124685000198,0.9141540320431423,116630,1.0 +05015,2019,404,22862.5,18890.0,0.2000000000000015,0.2,404,1.0 +01035,2021,196,10834.994897959185,8640.0,0.14518876223261135,0.10473112757482134,196,1.0 +04013,2022,95977,31408.709888827532,22580.0,0.10644836105185773,0.1,95977,1.0 +05103,2018,306,12618.954248366013,10065.0,0.20000000000000107,0.2,306,1.0 +08021,2016,74,8895.175675675675,7285.5,0.1317016025918904,0.0796032401327698,74,1.0 +02130,2021,217,263157.60368663596,255200.0,0.9021372998490746,1.0,217,1.0 +06063,2015,524,194827.31106870229,161644.0,,,, +01117,2019,4352,26344.370404411766,21400.0,0.12477247921986244,0.10004140786749482,4352,1.0 +06025,2015,1649,121952.64645239539,117050.0,,,, +12005,2019,7898,139698.8096986579,113434.0,0.9891526666328451,1.0,7898,1.0 +12069,2017,13650,135149.21362637362,103927.0,0.9557909601617646,1.0,13650,1.0 +01061,2013,170,9408.117647058823,6980.0,0.11940677348996827,0.10028498355864085,170,1.0 +08033,2022,27,14535.222222222223,9068.0,0.08537525304363236,0.069501250551714,27,1.0 +08003,2016,189,11235.42328042328,10240.0,0.10960172643517342,0.0796010071802903,187,0.9894179894179894 +04012,2020,437,110569.51029748283,64554.0,0.9368568972479692,1.0,437,1.0 +08109,2021,206,12150.563106796117,9056.5,0.08311348102376302,0.0715012713348544,206,1.0 +06023,2019,1823,231784.5172792101,210000.0,,,, +01099,2023,108,16140.185185185184,12810.0,0.14057431317818234,0.1001337065833379,108,1.0 +05095,2018,83,15131.204819277109,9550.0,0.19999999999999968,0.2,83,1.0 +05059,2023,521,17748.301343570056,13245.0,0.20000000000000182,0.2,521,1.0 +04001,2023,364,8624.59065934066,6739.0,0.08160311210690249,0.07726157321490462,364,1.0 +08061,2022,11,6340.0,5160.0,0.07947793945405565,0.06950036881889977,11,1.0 +01105,2019,15,9673.333333333334,8400.0,0.1011806822163648,0.10003279763857002,15,1.0 +09009,2018,11370,164931.01336851364,137700.0,,,, +01107,2016,40,13764.0,13550.0,0.13743746062873313,0.10008821407830752,40,1.0 +06051,2019,644,405332.5046583851,323674.0,,,, +08009,2016,44,4716.181818181818,3345.5,0.0803507927288036,0.07959859826962662,44,1.0 +01109,2021,346,16763.583815028902,14270.0,0.12041205666295049,0.1000309534377409,346,1.0 +12029,2017,319,55935.07210031348,40500.0,0.9655897952010897,1.0,319,1.0 +06015,2015,358,156103.8687150838,134428.0,,,, +08047,2018,186,20619.247311827956,18865.0,0.10166681005370003,0.07200213078212643,186,1.0 +08051,2020,784,38641.31377551021,24010.0,0.09294338792127059,0.07150130181788417,784,1.0 +05125,2017,2958,27209.42190669371,25100.0,0.19999999999999915,0.2,2958,1.0 +01043,2020,9539,18313.037005975468,13720.0,0.134225891283498,0.10015065954195164,9539,1.0 +12011,2017,54606,227985.5587298099,143890.0,0.8378143922200744,0.9094874670410574,54606,1.0 +08047,2017,169,18913.78698224852,17830.0,0.10968076990257344,0.07200419627104096,169,1.0 +08005,2022,12532,34625.590408554104,25291.0,0.07692062933526651,0.06950043566656985,12532,1.0 +10003,2015,6329,73294.4541001738,62000.0,,,, +01005,2021,90,19713.88888888889,14535.0,0.14555555555555535,0.1,90,1.0 +12045,2018,548,170182.99635036496,101565.5,0.9580788942543623,1.0,548,1.0 +05139,2020,293,24093.31058020478,17760.0,0.200000000000001,0.2,293,1.0 +08077,2020,4726,17135.696148963183,15155.0,0.09745006180133976,0.07150946764721502,4726,1.0 +08105,2020,304,16744.253289473683,12866.0,0.09445607177581114,0.07150091763547241,304,1.0 +01009,2020,633,15783.94944707741,13840.0,0.1124467261470311,0.09625227010070993,633,1.0 +08037,2017,1760,70970.60227272728,38325.0,0.09107418703402541,0.07200046446058539,1760,1.0 +05089,2015,163,14665.858895705522,13670.0,0.1826059399157746,0.2,163,1.0 +01067,2018,300,22775.316666666666,19130.5,0.19766658576883683,0.2,300,1.0 +09015,2018,1073,135141.6402609506,119600.0,,,, +06111,2021,11524,566484.1146303366,455267.5,,,, +06091,2023,68,288856.1323529412,261042.5,,,, +08003,2015,225,11836.542222222222,10947.0,0.1106377068439671,0.07960065586833596,225,1.0 +06079,2019,4482,481329.7300312361,410098.0,,,, +06021,2021,302,181121.58609271524,156645.0,,,, +05017,2016,4,25830.0,23115.0,0.2,0.2,4,1.0 +01123,2020,25,227116.0,145640.0,1.0,1.0,25,1.0 +08103,2012,94,13765.63829787234,13380.0,,,, +09013,2022,1997,173097.61742613922,152080.0,,,, +05127,2020,117,14675.128205128205,11760.0,0.19999999999999957,0.2,117,1.0 +06097,2017,6787,426938.0,354894.0,,,, +08073,2016,79,7304.848101265823,4183.0,0.10790183898151261,0.07960229501765398,79,1.0 +08105,2016,275,18963.261818181818,11440.0,,,, +08013,2016,5966,37474.2437143815,25556.0,,,, +01109,2014,259,118396.02316602317,103800.0,1.0,1.0,259,1.0 +01009,2017,209,15881.33971291866,14500.0,0.10692850031139409,0.1000904042360842,209,1.0 +06051,2016,558,344078.8136200717,264955.5,,,, +12067,2015,56,66629.89285714286,44953.0,0.6275340599128651,0.7357223787049609,4,0.07142857142857142 +02122,2020,1057,260115.23178807946,238500.0,1.0,1.0,1057,1.0 +08039,2018,659,26354.355083459788,26970.0,0.10429082453196169,0.0720038350910834,659,1.0 +01117,2014,4465,22217.146696528554,17940.0,0.13478862508488548,0.10006227942702928,4465,1.0 +04001,2019,369,7587.747967479675,5706.0,0.08832254149222722,0.08371684524855086,369,1.0 +08051,2015,240,32081.75,17155.0,0.1003807765223461,0.07960122428387763,240,1.0 +05069,2019,778,17683.933161953726,13150.0,0.19999999999999962,0.2,778,1.0 +08033,2019,41,14719.609756097561,14036.0,0.10013195163690339,0.07960009658995465,41,1.0 +06085,2021,22173,843826.6477698102,673611.0,,,, +02110,2021,616,373659.1720779221,358000.0,1.0,1.0,616,1.0 +06077,2022,10765,272556.5346028797,215147.0,,,, +01043,2021,2713,18560.589753040913,14400.0,0.13049570473296718,0.10015082956259427,2713,1.0 +12073,2020,5387,183983.44458882496,132995.0,0.9486863027704562,1.0,5387,1.0 +04005,2018,2994,23224.173012692052,19062.5,0.10930245146557362,0.1000010886052154,2994,1.0 +01051,2014,1006,185273.53876739563,131935.0,,,, +01091,2013,10,1528.0,1340.0,0.07669965759866595,0.07723149333887588,10,1.0 +04027,2019,4882,9337.82507169193,7193.5,0.10089206659682842,0.09999723993265436,4882,1.0 +05061,2019,207,19831.44927536232,14770.0,0.20000000000000023,0.2,207,1.0 +01133,2023,821,31733.88550548112,15280.0,0.1558438010269286,0.19943019943019943,821,1.0 +06105,2018,273,171939.4065934066,144527.0,,,, +08107,2018,984,37273.922764227646,27170.0,0.09085636741784603,0.07200108008404829,984,1.0 +05021,2020,116,10705.689655172413,8990.0,0.19999999999999957,0.2,116,1.0 +06093,2020,1005,160531.85074626867,140000.0,,,, +08095,2019,79,13560.759493670887,10780.0,0.08578495431518156,0.07151072394624183,79,1.0 +01017,2016,302,11647.48344370861,9930.0,0.14849519675438835,0.15244554228840382,302,1.0 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+12047,2019,137,68438.56204379562,52615.0,0.9649585342133736,1.0,137,1.0 +06003,2023,71,433890.40845070424,326500.0,,,, +12055,2020,3167,101826.4161667193,89075.0,0.9257705092565276,1.0,3167,1.0 +05105,2015,112,11997.142857142857,9843.0,,,, +09009,2016,10012,167017.91739912104,138345.0,,,, +12027,2015,535,86074.89158878505,56701.0,0.9647639707585273,1.0,535,1.0 +08099,2014,147,10906.612244897959,5094.0,,,, +05031,2015,1798,21029.032258064515,18705.0,,,, +01085,2016,33,14305.454545454546,9600.0,0.1393718964222937,0.10015878832295103,33,1.0 +05063,2015,1113,17598.598382749326,14450.0,0.19645289325943965,0.2,1113,1.0 +01089,2022,10905,28705.821182943604,22840.0,0.13899942662794892,0.10009041591320073,10905,1.0 +08031,2019,15546,42689.82181911746,27925.0,0.07878576403054435,0.07150268336314848,15545,0.9999356747716455 +01075,2017,44,8197.272727272728,7420.0,0.1223207311813574,0.10009640562210104,44,1.0 +08065,2018,201,13007.636815920398,11523.0,0.11229965663889831,0.07200116633274502,201,1.0 +12023,2022,1384,113333.3323699422,94630.5,0.8939537525128343,1.0,1384,1.0 +05097,2019,81,14652.962962962964,10100.0,0.19999999999999968,0.2,81,1.0 +05069,2014,263,6715.741444866921,4560.0,,,, +12035,2017,4243,132013.1998585906,111376.0,0.9512752995616099,1.0,4243,1.0 +06015,2014,277,150199.72202166065,133201.0,,,, +05061,2021,269,19181.97026022305,14680.0,0.20000000000000084,0.2,269,1.0 +01099,2020,252,12826.984126984127,10570.0,0.12943342252784434,0.10014034756042725,252,1.0 +12009,2022,19251,191471.74640278428,151050.0,0.8408022628214338,1.0,19251,1.0 +01111,2013,90,192730.3111111111,168770.0,1.0,1.0,90,1.0 +08025,2016,66,4129.136363636364,3352.5,0.09367205512873059,0.07968369455267688,66,1.0 +08031,2020,15686,37382.36197883463,29220.0,0.07570411093413883,0.07150251179783833,15686,1.0 +06041,2014,3526,738903.2918321043,537023.0,,,, +02150,2020,144,314287.5,314300.0,1.0,1.0,144,1.0 +01097,2013,5845,17656.475620188194,13800.0,0.1476601838423947,0.10062893081761007,5845,1.0 +05143,2015,8904,28170.1572327044,23735.0,0.18589406148372414,0.2,8904,1.0 +01043,2022,2594,22582.282189668465,16420.0,0.12889209745852212,0.10012523486438249,2594,1.0 +01025,2016,56,11556.785714285714,10470.0,0.1399737402096869,0.10031378541498481,56,1.0 +05115,2022,1292,27073.71517027864,23540.0,0.19999999999999526,0.2,1292,1.0 +08029,2018,797,11993.994981179423,9762.0,0.10127225374066753,0.07200106866150147,797,1.0 +01129,2023,173,16529.47976878613,11620.0,0.16127167630057795,0.2,173,1.0 +05037,2020,182,23102.197802197803,19070.0,0.19999999999999987,0.2,182,1.0 +12041,2014,17,63414.05882352941,59674.0,0.9825661562527122,1.0,17,1.0 +06065,2021,107492,343878.9760447289,293368.0,0.6735266629340542,0.7210696180111429,99324,0.9240129498009154 +01121,2018,1476,16040.853658536585,11900.0,0.14793628837770817,0.11208153545070854,1476,1.0 +05113,2018,386,15748.80829015544,12720.0,0.20000000000000145,0.2,386,1.0 +08027,2020,235,19332.987234042554,16900.0,0.08678625461860229,0.07151441357390217,235,1.0 +12053,2015,5228,81922.98240244835,73677.0,0.9692185565766739,1.0,5228,1.0 +06051,2017,670,352597.51641791046,275000.0,,,, +02195,2016,28,236471.42857142858,201850.0,,,, +05117,2013,17,9497.64705882353,8540.0,0.20000000000000004,0.2,17,1.0 +06109,2020,1700,227200.2711764706,214931.5,,,, +01069,2020,2257,19206.920691182986,14860.0,0.14566201814755994,0.10019960079840319,2257,1.0 +01067,2023,356,30685.738764044945,26008.5,0.1957865937632211,0.2,356,1.0 +05149,2020,317,17359.028391167194,13460.0,0.20000000000000115,0.2,317,1.0 +01067,2017,281,23680.491103202847,20982.0,0.19537369594454787,0.2,281,1.0 +08109,2017,132,9174.530303030304,7390.0,0.10354374433940274,0.07200176582885748,132,1.0 +08085,2023,700,30806.542857142857,27180.0,0.07156432191509039,0.06950131839660684,700,1.0 +05009,2019,641,21698.51794071763,18640.0,0.20000000000000198,0.2,641,1.0 +05087,2023,299,23465.45150501672,16970.0,0.20000000000000104,0.2,299,1.0 +12061,2021,7249,258257.45716650572,151798.0,0.9031583175375144,1.0,7230,0.997378948820527 +05043,2022,189,22928.88888888889,20300.0,0.19999999999999998,0.2,189,1.0 +06103,2018,1137,161028.41248900615,135251.0,,,, +02275,2015,9,171966.66666666666,191800.0,,,, +01019,2022,780,11478.589743589744,6450.0,0.10469045922083307,0.1,780,1.0 +06063,2014,479,194025.8872651357,159597.0,,,, +12071,2022,31963,236360.97106028846,164259.0,0.7569508472159114,0.7816481278716372,31963,1.0 +02090,2022,1608,258199.40049751243,255372.0,1.0,1.0,1608,1.0 +05129,2021,208,10612.639423076924,8230.0,0.20000000000000023,0.2,208,1.0 +01069,2015,35,47591.71428571428,8600.0,0.1485714285714286,0.1,35,1.0 +05145,2017,1051,21253.901046622264,18650.0,,,, +06055,2019,1604,564445.1346633417,454224.5,,,, +05035,2022,1021,23821.92948090108,16860.0,0.199999999999997,0.2,1021,1.0 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+12073,2022,5363,241042.14488159612,138929.0,0.9164979139845844,1.0,5363,1.0 +12017,2017,5601,85808.1281913944,68142.0,0.9415506416549657,1.0,5601,1.0 +08001,2015,20940,16717.60429799427,14760.0,0.08604273048347287,0.0795986189201844,20940,1.0 +01007,2014,101,8911.287128712871,4480.0,0.11919856636062517,0.09177631578947368,101,1.0 +01095,2020,1809,20018.021006080708,14900.0,0.1389879705673196,0.10017094017094016,1809,1.0 +09009,2014,8383,171912.61338422998,140490.0,,,, +05077,2020,35,17216.0,10530.0,0.2000000000000001,0.2,35,1.0 +05027,2023,307,19854.57003257329,14050.0,0.2000000000000011,0.2,307,1.0 +04027,2018,4235,9798.719244391972,7121.0,0.10129416285264772,0.09999589465689596,4235,1.0 +05085,2015,1401,20712.675945753035,20410.0,,,, +12059,2015,139,54480.69784172662,45113.0,0.9709721594505346,1.0,139,1.0 +01107,2013,53,107426.7924528302,95960.0,1.0,1.0,53,1.0 +12073,2017,5942,184732.6169639852,110023.0,0.9622875081103214,1.0,5942,1.0 +08101,2022,3849,13926.106261366589,12210.0,0.07723538266169605,0.06949973767861001,3849,1.0 +05047,2013,121,11379.669421487602,10270.0,0.19999999999999957,0.2,121,1.0 +09011,2016,3143,169068.15590200445,141000.0,,,, +01129,2014,48,5800.0,3980.0,0.10059194360279747,0.10012771392081737,47,0.9791666666666666 +08097,2022,655,198941.69465648854,78500.0,0.07248267584570788,0.06950013678821276,655,1.0 +05077,2019,45,13062.888888888889,9340.0,0.2,0.2,45,1.0 +09005,2015,2388,198356.87060301506,148637.0,,,, +06057,2018,2628,370506.56392694067,309697.5,,,, +06051,2020,761,447333.45992115635,352843.0,,,, +01027,2023,108,19669.85185185185,16554.0,0.17129629629629606,0.2,108,1.0 +01123,2016,245,226423.88571428572,168980.0,1.0,1.0,245,1.0 +05053,2014,203,16119.950738916255,12090.0,0.19582590087580223,0.2,203,1.0 +08121,2012,138,5947.913043478261,5346.0,0.09812817512961909,0.0796051516692086,138,1.0 +06051,2021,809,458235.803461063,362285.0,,,, +12001,2019,5270,150772.17855787475,115240.5,0.9340730239284084,1.0,5270,1.0 +09003,2023,10170,180521.70314650933,159600.0,,,, +09011,2014,2769,166971.87432286024,139200.0,,,, +06061,2019,9212,408924.91858445504,353052.5,,,, +08005,2023,9228,38492.969874295624,31731.0,0.06125803061614859,0.06008167462946756,9228,1.0 +06053,2014,3343,435971.40682022134,275000.0,,,, +05013,2018,65,11218.923076923076,9490.0,0.1999999999999998,0.2,65,1.0 +08037,2023,1372,123685.64868804664,79745.0,0.06712953382671703,0.06700013370913416,1372,1.0 +01121,2019,1582,15374.513274336283,11870.0,0.15009303647971295,0.15182713073984122,1582,1.0 +01097,2017,7161,21354.615277195924,14540.0,0.16343305509818468,0.14,7092,0.9903644742354419 +01085,2015,31,142945.48387096773,100910.0,1.0,1.0,31,1.0 +06071,2022,28171,315099.23343154305,250186.0,,,, +12013,2019,139,57913.87050359712,46348.0,0.986191831869266,1.0,139,1.0 +08053,2020,4,53330.0,37070.0,0.11307365258508288,0.07150453541201753,4,1.0 +01051,2016,814,21801.135135135137,17525.0,0.13587223587223524,0.1,814,1.0 +01009,2014,502,12478.685258964144,11150.0,0.11744162809096864,0.10014673711770836,502,1.0 +05051,2014,2000,25181.7045,18770.0,,,, +08007,2016,311,15024.11575562701,11660.0,0.1405492275386193,0.07962065331928346,311,1.0 +05143,2018,4267,30032.563862198265,25170.0,0.20000000000001336,0.2,4267,1.0 +08121,2018,64,5639.609375,4413.0,0.08546802907723629,0.07200006001260265,64,1.0 +06043,2022,346,248265.81791907514,222499.5,,,, +08083,2021,540,22356.616666666665,15999.5,0.10141944149958129,0.07960032366753499,540,1.0 +04015,2023,11364,19618.90214713129,15593.5,0.09201037003004493,0.09999060199477536,11364,1.0 +02185,2019,16,192106.25,195200.0,1.0,1.0,16,1.0 +12005,2015,5660,140741.3245583039,110050.0,0.9695661417259586,1.0,5660,1.0 +05143,2014,2979,24779.549513259484,20660.0,,,, +08095,2022,98,16378.57142857143,9520.0,0.0729179115265235,0.06950572769796376,98,1.0 +04021,2021,17959,13345.243164986914,13832.0,0.11665426510674462,0.09999853137712766,17959,1.0 +01001,2017,507,16793.096646942802,15260.0,0.1208851406945392,0.1000679809653297,507,1.0 +06041,2017,3438,836283.1050029086,630183.5,,,, +05055,2023,893,24272.239641657336,20870.0,0.1999999999999982,0.2,893,1.0 +06095,2015,6952,258689.55279056387,225866.0,,,, +12015,2014,7581,106638.44004748714,82863.0,0.7819651322137835,0.7898346920099739,6429,0.84804115552038 +06079,2023,2773,596302.3119365309,505711.0,,,, +06109,2014,1141,168107.3444347064,153035.0,,,, +05063,2016,378,19481.5873015873,16190.0,,,, +05031,2019,2113,28432.9957406531,25210.0,0.19999999999999268,0.2,2113,1.0 +01089,2014,5324,19512.49060856499,15390.0,0.14018685870321682,0.10018149059443934,5324,1.0 +05145,2020,1514,21721.40026420079,18590.0,0.1999999999999943,0.2,1514,1.0 +02090,2020,1649,240210.03092783506,231670.0,1.0,1.0,1649,1.0 +08073,2017,99,8616.141414141413,5613.0,0.10297620929558801,0.07200156372165754,99,1.0 +01075,2015,2,5120.0,5120.0,0.1001432664756447,0.1001432664756447,2,1.0 +04009,2022,530,11831.135849056604,10423.0,0.10477448063484636,0.10000091026801922,530,1.0 +08055,2021,244,10277.88524590164,8285.0,0.07869421436717586,0.07150063402398063,244,1.0 +05109,2019,187,13936.684491978609,9980.0,0.19999999999999996,0.2,187,1.0 +12015,2021,11386,165586.49244686458,135021.0,0.9211114261152208,1.0,11384,0.9998243456876866 +12065,2015,138,75927.43478260869,64819.5,0.9239106273213803,1.0,138,1.0 +01093,2014,240,12525.416666666666,9110.0,0.1384218374661839,0.10037211635140858,240,1.0 +01027,2022,318,15583.031446540881,12232.0,0.16540880503144745,0.2,318,1.0 +06095,2017,7188,296756.3685308848,260000.0,,,, +12035,2014,3540,122592.70621468927,107004.5,0.9777980518064874,1.0,3540,1.0 +06105,2019,381,172700.41994750657,142800.0,,,, +05099,2016,29,8894.137931034482,5010.0,,,, +06045,2017,1104,277229.5326086957,235503.5,,,, +08001,2020,11687,24905.080859074184,23250.0,0.1068579206070543,0.0715029124427143,11687,1.0 +01125,2014,2532,23935.422590837283,17770.0,0.1504344391785138,0.2,2532,1.0 +12063,2019,462,71531.00216450216,57208.0,0.9864405464460215,1.0,462,1.0 +01063,2015,21,8054.285714285715,6120.0,0.09781397388641333,0.10009699321047527,21,1.0 +01045,2013,431,11190.62645011601,10020.0,0.13279603974060167,0.10015011794981771,431,1.0 +08089,2021,664,5775.596385542169,4344.5,0.07553912778950769,0.07149983372131692,664,1.0 +05077,2016,37,12532.972972972973,8420.0,,,, +04021,2020,16890,12079.34304322084,12163.5,0.12146348877234328,0.09999895381379581,16890,1.0 +06061,2023,6675,535825.6488389514,449249.0,,,, +10005,2019,6989,20924.266704821865,14350.0,0.5757426792401426,0.5,6978,0.9984260981542424 +05137,2016,137,14988.102189781022,13610.0,0.1999999999999995,0.2,137,1.0 +02122,2022,696,232464.0804597701,222850.0,1.0,1.0,696,1.0 +05011,2019,87,17297.241379310344,11830.0,0.19999999999999965,0.2,87,1.0 +06105,2020,451,188918.8736141907,157439.0,,,, +12067,2017,94,60767.65957446808,47995.5,0.9451457819960319,1.0,94,1.0 +01127,2023,15,20700.0,16840.0,0.17333333333333337,0.2,15,1.0 +08079,2015,37,15682.351351351352,14262.0,0.09667220365155772,0.07959976875987158,37,1.0 +08099,2017,164,6149.524390243902,5560.0,0.08197461207374403,0.07200152656519446,164,1.0 +05009,2022,653,24221.516079632467,21260.0,0.20000000000000173,0.2,653,1.0 +06023,2018,1793,219937.19520356943,199922.0,,,, +05147,2019,57,10051.40350877193,9300.0,0.19999999999999984,0.2,57,1.0 +06101,2020,1243,227217.89380530972,214583.0,,,, +01075,2016,15,6737.333333333333,6800.0,0.12881752388181336,0.10020986358866736,15,1.0 +08025,2013,48,5054.0,3760.0,0.0823510427905987,0.07965889654277125,48,1.0 +01107,2020,66,10601.515151515152,8060.0,0.13700479808622504,0.1003418806270054,66,1.0 +05133,2021,160,19278.6875,14505.0,0.19999999999999948,0.2,160,1.0 +05149,2019,454,17912.62114537445,14035.0,0.20000000000000165,0.2,454,1.0 +06041,2020,3572,1102082.872900336,800278.5,,,, +12049,2014,494,52346.43319838057,39258.0,0.9797066505256302,1.0,494,1.0 +06109,2019,1290,218406.0015503876,192251.0,,,, +05037,2018,139,20393.956834532375,17150.0,0.1999999999999995,0.2,139,1.0 +12001,2022,5675,251639.56881057267,132625.0,0.9091437604054544,1.0,5675,1.0 +12007,2020,446,87081.78923766816,69292.0,0.9774436341981895,1.0,446,1.0 +05067,2014,123,8656.747967479674,6450.0,0.18899777453740244,0.2,123,1.0 +12039,2014,389,78419.7146529563,66229.0,0.9847436758633595,1.0,389,1.0 +06045,2019,1178,280501.84380305605,237277.5,,,, +01109,2020,235,14294.63829787234,12840.0,0.1292957969870216,0.10006469700237222,235,1.0 +05055,2016,1612,18740.545905707197,17330.0,0.1927014378807171,0.2,1611,0.999379652605459 +05131,2015,3437,24247.63165551353,18530.0,0.19839682330987535,0.2,3428,0.9973814372999709 +05097,2014,38,17196.842105263157,8435.0,,,, +09015,2017,1624,127282.80172413793,110440.0,,,, +01027,2020,183,16687.84699453552,13608.0,0.16229508196721304,0.2,183,1.0 +01119,2013,139,8584.31654676259,5380.0,0.10637626836043386,0.10014374700527072,139,1.0 +01123,2017,291,248715.87628865978,159540.0,1.0,1.0,291,1.0 +06037,2023,52978,735171.8980520216,473435.5,,,, +12011,2021,51954,307278.6742118028,202595.0,0.8411223914078196,0.9547082906857728,51952,0.9999615044077453 +01029,2022,276,28977.231884057972,21711.0,0.2000000000000009,0.2,276,1.0 +01119,2020,129,17660.496124031008,11000.0,0.18527131782945705,0.2,129,1.0 +04001,2014,322,9720.33850931677,7808.0,,,, +08049,2014,759,22878.02371541502,16820.0,0.09952343084232028,0.07960526315789473,751,0.9894598155467721 +02060,2020,1,232800.0,232800.0,1.0,1.0,1,1.0 +12059,2014,112,62918.63392857143,53073.0,0.9759409975039063,1.0,112,1.0 +01047,2022,824,13325.922330097088,10360.0,0.1554439381805604,0.2,824,1.0 +05061,2018,198,17679.131313131315,12560.0,0.20000000000000012,0.2,198,1.0 +05073,2023,76,11503.947368421053,8000.0,0.1999999999999997,0.2,76,1.0 +08097,2014,688,165360.98837209304,84290.0,,,, +06045,2015,1041,243720.558117195,210317.0,,,, +06103,2015,1044,144950.36781609195,108986.5,,,, +05139,2023,516,24176.143410852714,17175.0,0.2000000000000018,0.2,516,1.0 +04015,2018,7093,12539.652474270408,10285.0,0.11146188616834503,0.10000195905573514,7093,1.0 +12053,2019,6789,93999.94225953749,84954.0,0.9067763080479816,1.0,6788,0.9998527029017529 +01127,2019,5416,15455.878877400295,11540.0,0.1436791311742379,0.1037156704361874,5416,1.0 +06023,2020,1858,240583.67922497308,219908.5,,,, +08087,2022,364,17291.978021978022,14495.0,0.07276172468060527,0.0695018363152955,364,1.0 +08109,2015,108,8266.185185185184,7106.0,0.10973388687908149,0.07960186688089815,108,1.0 +08093,2022,728,27742.957417582416,24740.0,0.07824440036752893,0.0695001274965901,728,1.0 +05013,2015,31,9185.483870967742,8810.0,0.19612834513977834,0.2,31,1.0 +06045,2014,869,236782.59493670886,209205.0,,,, 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+04003,2021,3311,12836.870733917245,10460.0,0.10371591291867627,0.10000072041438235,3311,1.0 +06001,2023,1032,659998.0290697674,536229.0,,,, +05017,2014,95,15028.21052631579,9430.0,0.18699411189345888,0.2,95,1.0 +10001,2021,4848,49777.24834983498,40800.0,,,, +01035,2019,52,9414.615384615385,8020.0,0.13222429923313989,0.10058323031392823,52,1.0 +06115,2016,1627,158423.44560540872,141408.0,,,, +05037,2014,154,19379.467532467534,16405.0,,,, +12023,2019,1219,89896.33716160788,76599.0,0.9562806331327124,1.0,1219,1.0 +08105,2022,282,18605.056737588653,12589.0,0.07944178319306376,0.06950023496301358,282,1.0 +05077,2022,57,15546.122807017544,11519.0,0.19999999999999984,0.2,57,1.0 +06047,2018,4198,136959.74416388758,116314.0,,,, +05067,2023,266,11394.473684210527,8455.0,0.20000000000000082,0.2,266,1.0 +08113,2020,520,112342.98076923077,66045.0,0.08558570339505145,0.0715005183909806,520,1.0 +02090,2014,659,202862.95144157816,198821.0,1.0,1.0,659,1.0 +01087,2017,21,8444.761904761905,7160.0,0.1483885354942755,0.14211550940947437,21,1.0 +02195,2023,17,278888.23529411765,281900.0,1.0,1.0,17,1.0 +12009,2020,18956,160302.62660898923,124950.0,0.8982518071178788,1.0,18956,1.0 +06083,2023,2667,970166.6524184477,485847.0,,,, +10005,2014,3970,20971.59571788413,18650.0,0.5,0.5,3970,1.0 +05001,2022,345,17669.023188405798,13140.0,0.2000000000000013,0.2,345,1.0 +01131,2020,39,18936.25641025641,15015.0,0.16410256410256416,0.2,39,1.0 +02130,2018,163,230731.90184049078,222900.0,0.9424737998363041,1.0,163,1.0 +06029,2014,12391,138339.67242353322,115383.0,,,, +05033,2020,1243,21198.601769911504,17810.0,0.19999999999999551,0.2,1243,1.0 +02195,2015,31,196003.2258064516,196900.0,,,, +08057,2021,39,16640.410256410258,12059.0,0.07829488377972524,0.07150118959029882,39,1.0 +05049,2019,272,12282.757352941177,10470.0,0.20000000000000084,0.2,272,1.0 +01025,2015,12,15190.0,12270.0,0.12507612569123908,0.10010132550512092,12,1.0 +12035,2020,5301,162515.1363893605,140005.0,0.9405727687902669,1.0,5301,1.0 +05083,2020,107,15485.046728971962,12270.0,0.1999999999999996,0.2,107,1.0 +08111,2014,9,19101.777777777777,16856.0,0.10297816912455059,0.07960167563468275,9,1.0 +08125,2015,272,9898.308823529413,8210.0,0.08240257066326723,0.07962223793168337,272,1.0 +12051,2015,634,63240.788643533124,52375.0,0.9783862659045245,1.0,634,1.0 +04023,2015,553,9912.435804701627,7008.0,0.09790309164046104,0.0905736994577463,553,1.0 +01089,2023,7738,36834.09149651073,28950.0,0.13816542191622305,0.10006133093200448,7738,1.0 +04013,2023,61808,41020.278815040125,32120.0,0.10004530527571878,0.1,61808,1.0 +09011,2022,3642,182040.14250411862,148815.0,,,, +02170,2017,152,221130.26315789475,215600.0,,,, +05081,2018,166,11802.349397590362,10050.0,0.1999999999999996,0.2,166,1.0 +12041,2020,375,72602.68533333333,53442.0,0.9338693184857974,1.0,375,1.0 +08047,2019,167,23235.62874251497,22010.0,0.10560021523487649,0.07150563794453024,167,1.0 +05043,2019,272,17390.0,13710.0,0.20000000000000084,0.2,272,1.0 +12055,2015,2710,74169.2815498155,59758.5,1.0086988183286418,1.0,2710,1.0 +09005,2020,3756,220898.7425452609,157405.0,,,, +08005,2017,14766,28496.344778545306,20678.0,0.08219577589095961,0.072,14766,1.0 +08101,2017,3903,12120.520112733795,10430.0,0.08386143359727964,0.07200012413814506,3903,1.0 +01081,2015,199,24981.80904522613,18840.0,0.15402816278502907,0.19995335458291222,199,1.0 +01059,2022,662,14246.827794561934,11900.0,0.12941667041587612,0.10044994888094828,662,1.0 +05103,2015,518,15415.328185328186,8930.0,0.19999988068468794,0.2,518,1.0 +09013,2020,2181,167805.63136176066,152390.0,,,, +04013,2019,115604,25032.017940555692,17700.0,0.10784561121639852,0.1,115604,1.0 +06043,2023,329,236914.55623100305,212168.0,,,, +01023,2014,63,69652.85714285714,56260.0,1.0,1.0,63,1.0 +08027,2015,148,183003.27702702704,167728.0,1.0,1.0,148,1.0 +08057,2016,30,8905.2,7728.0,0.08004162195189751,0.0795993398926281,29,0.9666666666666667 +08107,2021,1222,55510.88379705401,35075.0,0.0827783920161417,0.07150229485188432,1222,1.0 +02020,2022,4637,346744.1880526202,326400.0,1.0,1.0,4637,1.0 +08073,2019,98,9229.734693877552,6903.5,0.0928274302039993,0.07150036755188302,98,1.0 +09007,2014,1897,194099.09172377439,163870.0,,,, +12005,2014,5185,133297.21851494696,109717.0,0.9797522838128575,1.0,5185,1.0 +02195,2019,27,220911.11111111112,212800.0,,,, +01001,2014,452,18350.66371681416,16990.0,0.1306507654576545,0.10004191505365326,452,1.0 +05055,2015,512,18384.94140625,15305.0,,,, +05025,2013,17,8587.64705882353,8850.0,0.1975345030282849,0.2,17,1.0 +06105,2016,498,133173.9156626506,105971.0,,,, +06045,2021,1333,305615.4981245311,252589.0,,,, +08009,2014,39,4404.717948717948,3140.0,0.0851432396535452,0.0796047293381245,39,1.0 +08099,2016,185,6736.356756756757,5725.0,,,, +06059,2021,39727,763734.542150175,545012.0,,,, +06107,2019,5313,164211.04310182572,141716.0,,,, +02090,2015,764,207354.11910994764,200015.0,1.0,1.0,764,1.0 +12085,2015,3507,200389.42629027658,127439.0,0.9277357500678699,1.0,3507,1.0 +05137,2020,214,17786.21495327103,14815.0,0.20000000000000032,0.2,214,1.0 +08049,2012,71,25426.478873239437,18950.0,0.08859732031964951,0.07960083546066372,71,1.0 +01047,2023,566,13171.766784452297,10040.0,0.15135361239002432,0.2,566,1.0 +08091,2021,236,36742.1186440678,30515.0,0.10194885058978652,0.07150568415284514,236,1.0 +08041,2019,39550,21678.642225031606,18630.0,0.08250774747696567,0.07150289017341041,39550,1.0 +01099,2019,813,13237.466174661746,10940.0,0.1329638541158792,0.10014030164854437,813,1.0 +12069,2023,7619,237238.31421446384,200510.0,0.8130733277530674,0.9575967084374472,7619,1.0 +05149,2015,199,13080.603015075378,9690.0,0.18955759090182675,0.2,199,1.0 +01115,2022,2270,28044.604405286344,19671.0,0.12947136563876416,0.1,2270,1.0 +01077,2015,1950,16526.235897435898,13100.0,0.13345642196430801,0.10013840890108122,1950,1.0 +01085,2018,31,12529.032258064517,10620.0,0.12611879329424094,0.10011664074650077,31,1.0 +06001,2016,17760,460814.9330518018,374247.5,,,, +02020,2014,3041,291149.2929957251,268900.0,1.0,1.0,3041,1.0 +01093,2015,433,11223.140877598153,9180.0,0.14296911393365158,0.10079275198187995,433,1.0 +05023,2023,653,34473.540581929556,24743.0,0.20000000000000173,0.2,653,1.0 +05043,2017,237,18243.79746835443,14950.0,,,, +06009,2019,1248,227191.0544871795,213231.0,,,, +08014,2017,1719,37866.72484002327,27140.0,0.09613818783287623,0.07960234083057181,1719,1.0 +05127,2021,173,17604.16184971098,12940.0,0.19999999999999973,0.2,173,1.0 +06035,2021,592,157936.5945945946,131586.0,,,, +08031,2014,14951,23515.752792455354,16310.0,,,, +06079,2015,4795,378943.11386861315,313530.0,,,, +01077,2014,1597,16035.42892924233,12900.0,0.1316282163866257,0.1001310615989515,1597,1.0 +09001,2015,11144,388738.22819454415,248785.0,,,, +02220,2019,67,342980.5970149254,336400.0,,,, +06059,2016,35529,568998.2553125615,420000.0,,,, +05071,2020,362,22251.10497237569,18475.0,0.20000000000000134,0.2,362,1.0 +01003,2016,6703,29018.10234223482,19800.0,0.1511738986137143,0.2,6703,1.0 +06115,2014,1412,135857.1111898017,129609.5,,,, +06051,2022,589,486841.2869269949,378000.0,,,, +08101,2014,2803,10433.772386728506,8975.0,,,, +05031,2023,1502,35719.521970705726,30420.0,0.19999999999999435,0.2,1502,1.0 +05135,2014,359,11399.108635097493,10470.0,0.20000000000000134,0.2,359,1.0 +08085,2021,1249,20685.212169735787,18160.0,0.10673216368185058,0.07150259067357513,1249,1.0 +05099,2020,99,10233.333333333334,7770.0,0.19999999999999962,0.2,99,1.0 +05051,2018,2637,30888.03033750474,22380.0,0.19999999999999352,0.2,2637,1.0 +05081,2016,117,12102.350427350428,9250.0,,,, +12061,2022,5770,246920.68665511266,162343.0,0.8584749196599166,1.0,5770,1.0 +08093,2016,935,17570.83422459893,16420.0,0.11326545314911317,0.07960784002161012,935,1.0 +01127,2014,300,11871.6,9540.0,0.13567199760856583,0.10056136022940591,300,1.0 +06009,2020,1522,254277.30420499342,238066.5,,,, +05149,2018,224,17093.839285714286,12325.0,0.20000000000000043,0.2,224,1.0 +06075,2014,6126,743962.9820437479,614740.0,,,, +09001,2021,17372,457922.6726341239,273720.0,,,, +01097,2020,7244,21449.59966869133,14170.0,0.13898398674767048,0.1,7244,1.0 +06097,2019,6698,441258.99567034934,376066.5,,,, +05087,2015,203,14717.857142857143,11060.0,0.19228366875986402,0.2,203,1.0 +08083,2022,237,21894.881856540083,15797.0,0.10090672890413406,0.07960045432886097,237,1.0 +08075,2015,369,40369.94579945799,35210.0,0.3499649513477768,0.35000490340296164,369,1.0 +12061,2020,6131,239546.20583917794,141877.0,0.9091532643597982,1.0,6131,1.0 +08073,2018,107,8183.4953271028035,5550.0,0.10576355603177451,0.07200145825738243,107,1.0 +10005,2018,6677,22391.214467575257,19400.0,0.5,0.5,6677,1.0 +01115,2021,2653,27663.471918582738,23598.0,0.12796833790095202,0.1,2653,1.0 +05031,2016,1779,22678.903878583475,19780.0,,,, +08029,2014,512,13228.6328125,11018.0,0.09626168669378724,0.0796008475497384,512,1.0 +06087,2015,2846,456569.94483485597,386909.0,,,, +06065,2023,30393,376501.47902477544,321798.0,,,, +05079,2015,114,11432.456140350878,8820.0,0.19999999999999957,0.2,114,1.0 +12033,2021,8898,154254.30287705103,111267.5,0.9227911376155353,1.0,8898,1.0 +05001,2017,128,20016.71875,15855.0,0.19999999999999954,0.2,128,1.0 +08071,2015,234,8670.410256410256,7427.0,0.1020784612925843,0.07960032816702042,234,1.0 +01029,2015,100,100606.9,77590.0,1.0,1.0,100,1.0 +06079,2020,4832,495560.6454884106,427552.0,,,, +08011,2014,56,4742.428571428572,3877.5,0.08613985098483101,0.07960220470163777,56,1.0 +05073,2021,95,12290.631578947368,10920.0,0.19999999999999962,0.2,95,1.0 +08051,2016,372,28874.7311827957,17530.0,0.1079521431774555,0.0796006008544253,372,1.0 +12047,2023,108,92845.00925925926,79463.5,0.8795131955382813,1.0,108,1.0 +08047,2021,236,27539.322033898305,25875.0,0.0790621526448373,0.07149989126437478,236,1.0 +06089,2014,2780,168681.5251798561,143354.0,,,, +01061,2023,736,14254.728260869566,11080.0,0.12748189382298164,0.10027248765638341,736,1.0 +08079,2021,61,21082.72131147541,17140.0,0.08714359354896775,0.07150064243548185,61,1.0 +01029,2017,1,12546.0,12546.0,0.2,0.2,1,1.0 +05007,2023,4501,50719.36058653633,43317.0,0.20000000000001503,0.2,4501,1.0 +05073,2016,31,10124.516129032258,9080.0,,,, +05037,2021,288,21779.791666666668,18235.0,0.20000000000000095,0.2,288,1.0 +05143,2017,3974,30525.400100654253,24985.0,,,, +04025,2023,5095,32026.01295387635,28401.0,0.10767109907621925,0.10000014902707673,5077,0.9964671246319922 +05033,2014,757,19380.819022457068,16630.0,,,, +08033,2014,17,97826.82352941176,76350.0,,,, +06029,2020,14021,194297.03965480352,173368.0,,,, +01091,2018,184,12072.717391304348,10780.0,0.12065741682463461,0.10008190359792242,184,1.0 +01049,2014,651,10883.256528417818,8640.0,0.1359039920614137,0.10028011204481793,651,1.0 +05119,2019,8068,33902.55614774417,24165.0,0.2000000000000285,0.2,8068,1.0 +05101,2015,99,11337.828282828283,9360.0,0.19999999999999962,0.2,99,1.0 +06073,2019,40670,512412.34224243916,392457.0,,,, +01119,2016,115,8748.0,6200.0,0.11645571490178146,0.10013531799729364,115,1.0 +05091,2015,1233,19882.428223844283,14590.0,0.18800655820375953,0.2,1233,1.0 +12033,2014,5353,109583.71044274239,84127.0,0.9744472383437286,1.0,5353,1.0 +05117,2020,44,12716.363636363636,9200.0,0.2,0.2,44,1.0 +12071,2015,28211,170406.2973308284,118304.0,0.9998824635585984,1.0,28211,1.0 +01031,2021,1415,16985.9222614841,14800.0,0.13714976762130712,0.10013580805794477,1415,1.0 +01095,2021,2186,22341.161939615737,16640.0,0.13793480618518433,0.10015923566878981,2185,0.9995425434583715 +01017,2019,527,12779.77229601518,10840.0,0.14476616654695595,0.10050251256281408,527,1.0 +08014,2018,1612,27881.004962779156,23605.0,0.10350370252961123,0.07200131945301652,1612,1.0 +08013,2015,13079,28641.680327242142,21094.0,0.0869213419695602,0.07959770114942528,13079,1.0 +12061,2015,5700,173045.27368421052,93930.0,0.9484471851250555,1.0,5700,1.0 +05119,2015,7231,28362.516526068317,21410.0,,,, +05145,2018,1357,20983.46352247605,17480.0,0.19999999999999496,0.2,1357,1.0 +01115,2014,1595,15574.394984326018,13500.0,0.1335519950138137,0.10014190147982972,1595,1.0 +08005,2013,25021,19832.952320051158,14560.0,0.08660920555207752,0.08285714285714285,25021,1.0 +05029,2017,280,16164.32142857143,13675.0,0.20000000000000093,0.2,280,1.0 +05121,2023,314,17489.617834394903,13810.0,0.20000000000000112,0.2,314,1.0 +12067,2020,82,74138.4512195122,51420.0,0.9709648585937765,1.0,82,1.0 +05003,2018,210,13615.857142857143,10720.0,0.20000000000000026,0.2,210,1.0 +08107,2014,799,35279.17396745933,25250.0,0.09826740276862918,0.07960128304031833,799,1.0 +06081,2016,6844,780443.3455581531,557626.0,,,, +01097,2018,5531,20322.39016452721,15180.0,0.14573180590680623,0.10025773195876289,5531,1.0 +02180,2016,28,184967.85714285713,201150.0,,,, +12071,2023,24344,250709.49519388762,185103.0,0.7529082369882822,0.7583577912219077,24344,1.0 +08095,2015,2,370.0,370.0,0.07967808344092753,0.07967808344092753,2,1.0 +01083,2019,8837,18753.23073441213,15500.0,0.1357909588416591,0.10011494252873564,8837,1.0 +06039,2016,2187,145955.5029721079,140364.0,,,, +01005,2017,8,10950.0,7150.0,0.13482567972596873,0.1501851851851852,8,1.0 +02170,2021,2930,267974.1201365188,262350.0,1.0,1.0,2930,1.0 +08061,2014,13,3561.5384615384614,3800.0,0.07964480948417603,0.0796070034009321,13,1.0 +01025,2023,198,25912.323232323233,20910.0,0.20000000000000012,0.2,198,1.0 +06035,2016,463,130935.61555075595,116711.0,,,, +12029,2020,425,61327.221176470586,46000.0,0.9484790692333465,1.0,425,1.0 +06003,2016,82,295713.9756097561,229372.0,,,, +05135,2020,532,16893.139097744363,11650.0,0.20000000000000182,0.2,532,1.0 +01127,2015,1056,12086.609848484848,8600.0,0.138439940544858,0.10058365979674105,1056,1.0 +08005,2018,13714,26544.601429196442,20261.0,0.08407251068400991,0.072,13714,1.0 +08053,2022,3,9946.666666666666,12390.0,0.06951753384351901,0.06950911640953716,3,1.0 +05001,2018,209,17241.052631578947,12820.0,0.20000000000000026,0.2,209,1.0 +05015,2017,337,24227.06231454006,19590.0,0.20000000000000123,0.2,337,1.0 +08069,2014,8225,18226.248024316108,15640.0,,,, +06021,2019,335,145583.40597014927,135000.0,,,, +05025,2018,76,10143.815789473685,8810.0,0.1999999999999997,0.2,76,1.0 +08119,2021,988,25669.525303643724,23865.0,0.0755082411338331,0.07149962909865068,988,1.0 +05039,2016,56,12675.892857142857,8655.0,0.19999999999999987,0.2,56,1.0 +12069,2018,11450,150039.8927510917,115718.5,0.9396037920446418,1.0,11450,1.0 +01125,2019,4177,28573.363658127844,19280.0,0.14049997398057218,0.10190179806362379,4177,1.0 +04003,2022,3132,12528.927203065134,10206.5,0.10397607653223571,0.10000086164966712,3132,1.0 +01131,2013,35,113028.85714285714,109390.0,1.0,1.0,35,1.0 +05007,2020,8558,33101.65692918906,27550.0,0.20000000000002946,0.2,8558,1.0 +01123,2014,280,240235.66428571427,188310.0,1.0,1.0,280,1.0 +04019,2018,23157,15379.547437060068,11735.0,,,, +06083,2020,4766,845997.7807385648,437111.0,,,, +06019,2017,13313,190375.71298730565,154544.0,,,, +08011,2019,70,3732.942857142857,3100.0,0.07586398239762805,0.07150309690035289,70,1.0 +12037,2014,462,144060.92424242425,98533.5,0.9828085407269752,1.0,462,1.0 +01087,2015,26,8971.538461538461,6060.0,0.11688261845153888,0.10005083491327744,26,1.0 +05005,2020,1126,27351.793960923624,23095.0,0.19999999999999624,0.2,1126,1.0 +05133,2014,203,13332.354679802957,10760.0,,,, +05129,2015,4,12830.0,12385.0,,,, +12077,2021,93,76698.5376344086,52453.0,0.9579838478044082,1.0,93,1.0 +05021,2021,308,12557.305194805194,10460.0,0.2000000000000011,0.2,308,1.0 +05089,2016,144,16591.284722222223,15335.0,0.18748818229783087,0.2,95,0.6597222222222222 +06025,2022,1337,159746.52505609574,139908.0,,,, +06065,2016,43809,275980.7028236207,223354.0,,,, +01077,2021,4299,20631.593393812516,15700.0,0.13671394880997728,0.10014285714285714,4299,1.0 +01125,2020,4648,24100.098967297763,18550.0,0.20000000000000007,0.2,24,0.0051635111876075735 +01105,2015,46,7148.260869565217,5530.0,0.12476558189200462,0.10016214130210205,46,1.0 +08091,2023,112,59250.53571428572,50625.0,0.07998124674336356,0.06765077207855319,112,1.0 +05011,2014,47,9049.574468085106,6490.0,0.19999999999999998,0.2,47,1.0 +05033,2021,1426,21872.90322580645,19070.0,0.19999999999999465,0.2,1426,1.0 +01023,2015,31,66264.51612903226,54540.0,1.0,1.0,31,1.0 +08119,2014,653,14893.32312404288,13610.0,,,, +06071,2014,26884,201402.3600282696,160000.0,,,, +10005,2016,4841,22913.389795496798,20250.0,0.5,0.5,4841,1.0 +05131,2022,1963,26566.318390219054,21030.0,0.19999999999999302,0.2,1963,1.0 +08043,2012,725,11008.452413793104,9992.0,0.09437404064407671,0.07960064516710369,725,1.0 +06019,2019,12566,215354.56923444214,172396.5,,,, +01023,2017,3,55570.0,54350.0,1.0,1.0,3,1.0 +06013,2021,20014,573638.9515838913,448391.5,,,, +06071,2023,20637,329381.76057566504,274181.0,,,, +05053,2018,252,19022.97619047619,17740.0,0.2000000000000007,0.2,252,1.0 +06087,2016,2478,486226.4305891848,413334.0,,,, +08039,2020,788,28121.142131979694,29520.0,0.11689633884019497,0.07150677680996897,788,1.0 +11001,2018,9369,852691.530686306,469170.0,1.0,1.0,9369,1.0 +01071,2015,121,106442.97520661158,80900.0,1.0,1.0,121,1.0 +05109,2020,173,16235.78034682081,11960.0,0.19999999999999973,0.2,173,1.0 +06041,2022,681,1066552.932452276,787282.0,,,, +08023,2016,7,4872.571428571428,2900.0,0.1998212136544167,0.28989508558807286,7,1.0 +09003,2014,9650,159606.3394818653,136150.0,,,, +12069,2016,13529,110093.7577795846,94000.0,0.9658221096359959,1.0,13529,1.0 +08049,2020,1321,31394.065102195305,25050.0,0.09786712578042742,0.07150366748166259,1321,1.0 +08003,2012,1,33793.0,33793.0,0.2899964815625295,0.2899964815625295,1,1.0 +08007,2014,355,16387.718309859156,13380.0,0.11982065793008322,0.07960327172022928,355,1.0 +12049,2021,317,84568.97791798107,72014.0,0.8698038678521922,1.0,317,1.0 +05063,2022,769,18113.263979193758,14690.0,0.19999999999999976,0.2,769,1.0 +12021,2020,18345,407998.5058599073,233451.0,0.9162089113800068,1.0,18345,1.0 +05087,2019,259,17180.84942084942,13160.0,0.20000000000000076,0.2,259,1.0 +05045,2021,5888,32948.4375,29100.0,0.20059398514403742,0.2,5888,1.0 +01059,2016,406,11288.669950738917,9400.0,0.13641951479447212,0.10100173924677236,406,1.0 +01037,2020,273,22127.032967032967,13280.0,0.12758854452730234,0.10019880715705766,273,1.0 +08021,2015,71,10367.605633802817,6700.0,0.1250387880506407,0.07960172960748799,71,1.0 +08051,2014,251,24802.470119521913,16110.0,0.10036146543251893,0.07960161749288602,251,1.0 +12073,2021,6368,195698.90734924623,130054.5,0.9395305159299612,1.0,6368,1.0 +01015,2018,1952,18007.98155737705,13900.0,0.1373448982362673,0.10006582769398106,1952,1.0 +12015,2022,8894,190273.15808410165,152435.5,0.8656650548004348,1.0,8894,1.0 +01045,2017,481,12701.663201663201,10320.0,0.1413082607880394,0.10017014036580178,481,1.0 +01017,2014,279,12225.304659498208,9560.0,0.14583374942556848,0.10033042955842596,279,1.0 +01007,2021,363,13326.997245179064,10060.0,0.10910576606625762,0.10012062726176116,363,1.0 +12037,2017,607,175394.52224052718,120201.0,0.9779961405403276,1.0,607,1.0 +05043,2018,253,15395.573122529644,11410.0,0.2000000000000007,0.2,253,1.0 +01031,2019,4790,16576.24217118998,14960.0,0.13637457637264763,0.1001385841339652,4790,1.0 +06019,2020,12467,223367.02614903345,189705.0,,,, +08095,2018,88,9304.545454545454,8135.0,0.08333092038112165,0.07200881072020854,88,1.0 +05027,2020,288,22211.29513888889,16780.0,0.20000000000000095,0.2,288,1.0 +06027,2019,209,246123.75598086126,215476.0,,,, +08063,2021,153,12128.183006535948,8691.0,0.08143913413569505,0.07150118603863097,153,1.0 +01049,2018,944,10814.25847457627,8600.0,0.13467269566676526,0.10025062656641603,944,1.0 +06097,2018,6735,449555.2161841128,366617.0,,,, +05003,2022,366,11682.860655737704,9005.0,0.199999968762794,0.2,366,1.0 +01007,2022,284,12000.56338028169,9290.0,0.10805965296228172,0.10015710928783705,284,1.0 +04019,2017,23074,14848.334749068215,11420.0,,,, +08003,2023,178,15818.370786516854,14356.5,,,, +08097,2019,695,179919.89928057554,80120.0,0.07571977533343284,0.07150026438494447,695,1.0 +12049,2018,282,105042.44680851063,59145.5,0.9307547045995984,1.0,282,1.0 +05107,2018,290,9039.868965517242,5860.0,0.20000000000000098,0.2,290,1.0 +06101,2017,1267,190853.26282557222,182513.0,,,, +08031,2017,15329,33682.20953747798,23750.0,0.08057798482994477,0.07200260466245675,15316,0.9991519342422859 +10005,2023,5165,23725.68247821878,17000.0,1.0824972774701536,0.5,5122,0.991674733785092 +02130,2016,177,234793.78531073447,233600.0,0.9355417504522154,1.0,177,1.0 +01049,2019,888,11887.049549549549,9500.0,0.13419848762738554,0.10022371364653244,887,0.9988738738738738 +01109,2015,154,131134.8051948052,121420.0,1.0,1.0,154,1.0 +05099,2017,101,9183.564356435643,6760.0,,,, +08015,2020,847,24681.484061393152,22560.0,0.11545638408659055,0.07150338812765866,847,1.0 +05011,2018,87,10748.505747126437,9130.0,0.19999999999999965,0.2,87,1.0 +05035,2015,492,22258.414634146342,20505.0,0.20000000000000173,0.2,492,1.0 +06065,2017,47149,280795.5679653863,235777.0,,,, +05115,2015,947,18776.6631467793,16220.0,,,, +06017,2017,5033,332584.2338565468,279842.0,,,, +01049,2015,30,12958.0,8830.0,0.11978956455913159,0.10017739630672234,30,1.0 +08055,2019,198,8309.429292929293,6537.0,0.08744933075552913,0.07150046133868726,198,1.0 +12077,2015,68,47336.01470588235,34680.5,0.9312211825386701,1.0,68,1.0 +08113,2021,472,108260.67796610169,62975.0,0.07919287276440469,0.0715008609308922,472,1.0 +06041,2023,2475,1097156.5377777778,817661.0,,,, +05121,2019,316,15464.145569620254,13310.0,0.20000000000000112,0.2,316,1.0 +01131,2023,52,29598.96153846154,21595.5,0.18461538461538457,0.2,52,1.0 +01111,2015,153,114315.35947712418,80000.0,1.0,1.0,153,1.0 +01067,2014,196,108533.57653061225,87436.0,1.0,1.0,196,1.0 +05043,2021,226,28880.929203539825,22230.0,0.20000000000000046,0.2,226,1.0 +08045,2019,1371,30643.975200583514,23580.0,0.08805026665195126,0.07150238341278042,1371,1.0 +05045,2014,1953,24558.697900665644,22800.0,,,, +05017,2022,158,14375.632911392406,8585.0,0.19999999999999948,0.2,158,1.0 +08111,2015,9,16510.666666666668,17384.0,0.14973502020101379,0.07960107684777289,9,1.0 +01099,2021,258,15431.937984496124,12640.0,0.13291237232961553,0.10010487463079765,258,1.0 +04027,2022,4652,11008.33361994841,8341.0,0.09115601007198468,0.09163357628079825,4652,1.0 +08119,2017,1900,16374.189473684211,14765.0,0.20965769758163377,0.07207733394485993,1900,1.0 +05063,2017,474,19046.91983122363,15710.0,,,, +12055,2017,2836,86581.75952045133,71125.0,0.9427796385798154,1.0,2836,1.0 +08005,2020,12692,30297.72683580208,24739.0,0.07652799146040536,0.07150057327061411,11848,0.9335014182161991 +08081,2019,271,11730.036900369003,10910.0,0.07338723826438256,0.07150303912504671,271,1.0 +08115,2014,53,5355.2830188679245,3730.0,0.09051163383567767,0.07962327930674014,53,1.0 +08043,2017,2313,11295.19757890186,9907.0,0.09010595891546033,0.0720000451375567,2313,1.0 +04013,2017,109198,21235.052739061153,14980.0,0.11395712529086006,0.1,109198,1.0 +05111,2023,428,18496.471962616823,13755.0,0.2000000000000016,0.2,428,1.0 +01093,2018,344,11850.697674418605,9520.0,0.14735333660156275,0.12617832406474683,344,1.0 +02275,2019,16,165156.25,152350.0,1.0,1.0,16,1.0 +05121,2017,257,14981.653696498055,10440.0,,,, +06101,2018,1250,218598.6936,203727.0,,,, 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+01033,2017,517,13432.224371373308,9840.0,0.12352492919557238,0.10002933411557642,517,1.0 +02100,2017,30,194053.33333333334,195800.0,1.0,1.0,30,1.0 +04023,2017,711,11026.293952180029,8327.0,0.14007629125940538,0.09412674322041178,711,1.0 +08081,2020,316,12347.879746835442,11380.0,0.07346156522974691,0.07150358604458029,316,1.0 +12053,2023,4630,177776.38963282938,154270.0,0.7169797174670424,0.7210935812648114,4630,1.0 +02170,2014,1537,172335.56148340923,179600.0,,,, +05129,2022,175,20227.314285714285,11850.0,0.19999999999999976,0.2,175,1.0 +08077,2016,3701,15413.16941367198,13430.0,,,, +01051,2018,1441,25025.650242886884,18096.0,0.1411805555555523,0.1,1440,0.9993060374739764 +01123,2015,87,194874.8735632184,138660.0,1.0,1.0,87,1.0 +04021,2023,7954,23536.28011063616,23687.5,0.10409385519766555,0.10000041687684208,7935,0.9976112647724416 +09007,2017,2579,193608.97595967428,161840.0,,,, +06015,2018,403,159865.7841191067,135478.0,,,, +09011,2019,3631,170513.48333792345,142400.0,,,, +12019,2018,5244,144038.5997330282,120071.0,0.9227170910655179,1.0,5244,1.0 +12065,2021,272,107367.25,89513.0,0.8915071803879958,1.0,272,1.0 +08033,2021,42,13715.857142857143,9302.5,0.0909253475664886,0.07150088337265403,42,1.0 +05043,2014,135,16131.274074074074,13440.0,,,, +12007,2021,485,104387.7587628866,83265.0,0.961398314863567,1.0,485,1.0 +12023,2014,916,90235.93558951965,66399.5,0.9760731670883704,1.0,916,1.0 +12085,2020,2969,304406.6776692489,196210.0,0.8906402857185125,1.0,2969,1.0 +12017,2021,6872,112604.43611757857,95728.5,0.8935200755496,1.0,6847,0.9963620488940629 +08091,2017,233,26972.5321888412,21770.0,0.132292672502229,0.07200734835810124,233,1.0 +05075,2021,324,12224.351851851852,9860.0,0.20000000000000118,0.2,324,1.0 +08015,2018,752,19894.521276595744,17465.0,0.127537200280147,0.07200710490341378,752,1.0 +05045,2020,2745,27996.63387978142,25190.0,0.19999999999999557,0.2,2745,1.0 +08025,2015,56,4205.678571428572,3422.0,0.0871284759962618,0.07965391310874545,56,1.0 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+12039,2019,499,76784.97394789579,61877.0,0.9665657432029057,1.0,499,1.0 +01107,2017,76,11596.315789473685,10740.0,0.12911218390990867,0.10011302099943536,76,1.0 +05063,2020,659,18776.449165402126,14110.0,0.20000000000000162,0.2,659,1.0 +08115,2021,52,7505.961538461538,5360.0,0.08159383233485783,0.0715102330777782,52,1.0 +08071,2021,322,10482.018633540372,8105.0,0.07773837599487994,0.0715089344780743,322,1.0 +01067,2020,430,25058.734883720932,22105.5,0.19767497650606386,0.2,430,1.0 +08043,2021,1219,17658.40442986054,15644.0,0.08253883579227629,0.07150082244616286,1219,1.0 +06003,2019,84,352756.15476190473,274962.5,,,, +06003,2017,95,351080.24210526317,277988.0,,,, +08017,2017,27,9262.518518518518,5736.0,0.0807505418433271,0.07200288983140574,27,1.0 +02195,2020,34,228447.0588235294,207150.0,1.0,1.0,34,1.0 +08061,2016,16,3637.5,3150.0,0.07966233194494783,0.07960503714712872,16,1.0 +05137,2018,205,15075.463414634147,12540.0,0.2000000000000002,0.2,205,1.0 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+01069,2022,1901,20908.058916359812,17260.0,0.14662927078784313,0.1003030303030303,1901,1.0 +08013,2018,5986,41184.138656866024,29542.0,0.08974079572579757,0.072,5986,1.0 +05053,2021,344,28020.20348837209,26520.0,0.20000000000000126,0.2,344,1.0 +05135,2015,302,11354.370860927153,9420.0,0.20000000000000107,0.2,302,1.0 +05145,2016,1386,19724.704184704184,16690.0,0.17689471116103708,0.2,1384,0.9985569985569985 +06033,2022,1199,228351.18181818182,193571.0,,,, +08007,2013,1,18500.0,18500.0,0.07959728078478616,0.07959728078478616,1,1.0 +05115,2020,1129,24319.527900797166,21640.0,0.1999999999999962,0.2,1129,1.0 +05051,2021,3097,31039.80820148531,23530.0,0.20000000000000123,0.2,3097,1.0 +05105,2014,56,12392.17857142857,7912.5,,,, +06043,2017,418,165197.8110047847,149116.5,,,, +01061,2019,274,11007.883211678833,8760.0,0.14252303994079876,0.10095291732372155,274,1.0 +01111,2023,565,16901.543362831857,11001.0,0.11628375217756406,0.10012321531661167,565,1.0 +08105,2017,274,14396.102189781022,9358.0,0.09493085950620837,0.07200119529026708,274,1.0 +10001,2014,2569,34972.129233164655,35400.0,1.0211978553287318,1.0,2553,0.9937718956792526 +08083,2018,520,14632.288461538461,12130.0,0.07835112615190816,0.07200414606907957,520,1.0 +01031,2023,1096,17905.857664233576,15280.0,0.3299292697224515,0.1002166713757309,1096,1.0 +06079,2017,4631,413068.3740012956,365444.0,,,, +05135,2019,522,12853.965517241379,10020.0,0.20000000000000182,0.2,522,1.0 +09013,2023,1481,170568.12761647537,156380.0,,,, +08125,2014,171,7993.918128654971,6680.0,,,, +08075,2018,383,9676.057441253264,8450.0,0.0805372979391235,0.07200354478989734,383,1.0 +01059,2020,477,13393.92033542977,11500.0,0.13182342466758684,0.10052910052910052,477,1.0 +06019,2016,12134,193243.32124608537,157860.0,,,, +08049,2015,984,22237.388211382113,16840.0,0.09909472504331147,0.07960267818644381,984,1.0 +12071,2021,42061,234554.1196119921,171348.0,0.9998523397713343,1.0,42035,0.9993818501699911 +12013,2018,111,70230.81981981982,57292.0,0.9806774694587881,1.0,111,1.0 +01039,2013,381,15153.690288713911,10591.0,0.16272965879265197,0.2,381,1.0 +05145,2021,1756,23881.19589977221,19065.0,0.19999999999999352,0.2,1756,1.0 +01111,2022,921,17363.14875135722,12300.0,0.12628252964714662,0.10106128423838076,921,1.0 +05065,2021,337,16886.498516320476,13640.0,0.20000000000000123,0.2,337,1.0 +01057,2016,181,10287.513812154697,8180.0,0.1471200092937663,0.1024390243902439,181,1.0 +05137,2017,161,16053.91304347826,13490.0,0.19999999999999948,0.2,161,1.0 +06025,2016,1638,135990.5915750916,132771.5,,,, +11001,2019,9441,883389.4175405147,498960.0,1.0,1.0,9441,1.0 +05101,2014,24,8587.083333333334,6445.0,0.19929281345565755,0.2,24,1.0 +05015,2023,547,35011.66361974406,29580.0,0.20000000000000184,0.2,547,1.0 +05133,2018,164,15871.768292682927,13890.0,0.19999999999999954,0.2,164,1.0 +08045,2022,1146,34522.635253054104,26120.0,0.07253843175618219,0.06950274417598507,1146,1.0 +08067,2022,1316,49639.186930091186,36235.0,0.07133658368392101,0.06950022400157288,1316,1.0 +09009,2021,14544,163038.538710121,135270.0,,,, +12023,2021,1364,113596.8629032258,93382.0,0.9088983824102632,1.0,1364,1.0 +12053,2018,6401,96204.47180128105,82656.0,0.9235983397366836,1.0,6400,0.9998437744102484 +02261,2017,48,168843.75,166700.0,1.0,1.0,48,1.0 +01095,2014,1351,16602.679496669134,12620.0,0.14387227691084162,0.10028571428571428,1351,1.0 +05127,2019,128,13244.609375,10335.0,0.19999999999999954,0.2,128,1.0 +05049,2015,311,10106.591639871383,7340.0,0.2000000000000011,0.2,311,1.0 +05137,2022,310,21966.25806451613,19175.0,0.2000000000000011,0.2,310,1.0 +12013,2017,193,57922.461139896375,41888.0,0.9615652409050415,1.0,193,1.0 +05079,2016,97,11025.670103092783,7700.0,,,, +05027,2013,16,7513.125,4980.0,0.20000000000000004,0.2,16,1.0 +12009,2014,15676,107073.14429701454,81400.0,0.9394375582819092,1.0,15676,1.0 +02070,2016,8,170937.5,170100.0,,,, 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+12007,2018,435,79093.79310344828,64260.0,0.9754317577606736,1.0,435,1.0 +05057,2020,181,13940.883977900552,10850.0,0.19999999999999987,0.2,181,1.0 +05077,2021,31,14681.935483870968,9540.0,0.2000000000000001,0.2,31,1.0 +06047,2014,2670,132807.9011235955,126000.0,,,, +02020,2019,3999,322861.9404851213,300700.0,1.0,1.0,3999,1.0 +09003,2015,10166,158485.81221719456,134255.0,,,, +05103,2023,463,12114.946004319654,8530.0,0.20000000000000168,0.2,463,1.0 +08043,2016,1108,11441.841155234657,10320.0,,,, +12063,2015,394,79547.86294416244,63085.5,0.9881889962449539,1.0,394,1.0 +06081,2018,6593,968520.3700894888,618901.0,,,, +12031,2014,16688,126176.46063039309,91392.5,0.9731634625433175,1.0,16688,1.0 +06107,2018,5360,156231.34458955223,132241.5,,,, +08033,2016,22,9105.59090909091,8352.0,0.10829147247806291,0.07960139249462075,22,1.0 +05103,2022,531,11603.276836158193,8160.0,0.20000000000000182,0.2,531,1.0 +01071,2013,281,106116.01423487545,89400.0,1.0,1.0,281,1.0 +05143,2021,5080,40372.14251968504,34390.0,0.2000000000000185,0.2,5080,1.0 +12007,2022,412,103635.08980582525,87488.5,0.9157720231964415,1.0,412,1.0 +04005,2023,1442,41342.3613037448,35016.0,0.10371907230039525,0.10000035439127791,1442,1.0 +06083,2017,4660,614198.8244635193,333730.5,,,, +08033,2015,17,9066.176470588236,6656.0,0.07960128959532355,0.07960093679293966,17,1.0 +05087,2020,256,16109.0625,13375.0,0.20000000000000073,0.2,256,1.0 +08059,2015,13102,25621.05968554419,21358.5,0.09357804131014807,0.07960025789813024,13102,1.0 +05041,2021,129,14013.100775193798,11690.0,0.19999999999999954,0.2,129,1.0 +05007,2022,7738,40069.62600155079,36000.0,0.20000000000002777,0.2,7738,1.0 +08073,2015,102,8760.901960784313,5238.5,0.10435839216857876,0.0796005593516302,102,1.0 +12053,2014,4648,81503.36338209982,69608.5,0.9797495525290375,1.0,4648,1.0 +08015,2019,741,23233.724696356276,21650.0,0.12409623569845905,0.07150552273615172,741,1.0 +12079,2015,149,62906.10067114094,43363.0,0.9995845147543077,1.0,137,0.9194630872483222 +06045,2023,850,321013.3047058823,270259.5,1.0002868517165815,1.0,37,0.04352941176470588 +05101,2019,110,13577.454545454546,10455.0,0.19999999999999957,0.2,110,1.0 +08025,2019,45,6583.7555555555555,4866.0,0.08255420055623026,0.07150701131947965,45,1.0 +10003,2020,3039,64030.24021059559,56300.0,,,, +05107,2021,287,10700.400696864112,6330.0,0.20000000000000095,0.2,287,1.0 +01089,2016,7492,21767.907100907636,16590.0,0.14161946869141637,0.10019342359767891,7492,1.0 +01007,2019,155,11233.290322580646,8560.0,0.11119678087132596,0.1001531393568147,155,1.0 +06013,2014,15971,381081.2512679231,282093.0,,,, +06047,2021,4473,194766.97294880394,164109.0,,,, +08113,2019,354,100353.53107344633,56310.0,0.082901868675362,0.07150127658269967,354,1.0 +01129,2021,62,24298.225806451614,13515.0,0.15483870967741925,0.2,62,1.0 +08117,2020,2370,54679.22362869198,41258.5,0.08192935602458974,0.07150004658907223,2370,1.0 +01119,2019,135,21085.207407407408,12280.0,0.18296296296296266,0.2,135,1.0 +08027,2018,180,14160.711111111112,12470.0,0.12066302195785289,0.07202222913078156,180,1.0 +09001,2019,11550,412719.7058874459,252400.0,,,, +12007,2015,355,75229.27605633803,59021.0,0.9808912122332495,1.0,355,1.0 +01009,2018,395,14915.746835443038,12840.0,0.11415558351247727,0.10004302925989673,395,1.0 +01039,2020,1085,17170.774193548386,14500.0,0.14349225001882066,0.10018552875695733,1085,1.0 +01053,2019,11,12560.0,8820.0,0.12307399421993483,0.10004301075268818,11,1.0 +12005,2022,8439,200141.58822135325,157650.0,0.8945140719559025,0.9837831202046036,8439,1.0 +05117,2023,50,17674.8,11350.0,0.19999999999999993,0.2,50,1.0 +12075,2015,831,59301.35740072202,45358.0,0.9840269707704968,1.0,831,1.0 +12043,2018,181,59396.243093922654,43480.0,0.9778100995362611,1.0,181,1.0 +06055,2017,1667,534892.5026994601,409043.0,,,, +12081,2013,11225,140644.27590200445,97118.0,0.9851983553585367,1.0,11225,1.0 +06001,2014,17369,405070.2557429904,335000.0,,,, +06067,2014,20935,211225.3984236924,184569.0,,,, +12081,2015,11798,164064.99271062893,116994.5,0.9443560223325708,1.0,11798,1.0 +02230,2023,8,390625.0,378600.0,1.0,1.0,8,1.0 +05053,2019,259,18869.69111969112,16560.0,0.20000000000000076,0.2,259,1.0 +01053,2014,250,12072.416,9580.0,0.1464000000000003,0.1,250,1.0 +08103,2019,146,12024.72602739726,10560.0,0.08951027921663897,0.07150759316741681,146,1.0 +05123,2018,269,10907.32342007435,8040.0,0.20000000000000084,0.2,269,1.0 +06091,2015,66,155222.74242424243,126165.0,,,, +06115,2018,1779,159274.8156267566,143504.0,,,, +08035,2016,9414,26840.37391119609,23960.0,,,, +08001,2018,10783,21931.861263099323,18820.0,,,, +08123,2021,10519,22173.467059606428,21630.0,0.12118721940553798,0.07150620862290438,10517,0.9998098678581614 +01123,2013,269,245297.91821561338,157440.0,1.0,1.0,269,1.0 +01133,2021,543,35010.46040515654,22200.0,0.1661463657628431,0.19997871434653045,543,1.0 +01039,2019,562,13909.572953736655,10910.0,0.1439559316161363,0.1003560656346002,562,1.0 +05037,2019,193,21215.906735751294,17410.0,0.20000000000000004,0.2,193,1.0 +06011,2017,243,141569.8683127572,129000.0,,,, +01113,2019,310,19582.387096774193,17360.0,0.15637198027899454,0.19965811965811966,310,1.0 +06053,2016,3923,467276.80270201375,300000.0,,,, +06089,2020,3863,226576.93968418328,203298.0,,,, +02180,2019,26,245734.61538461538,236900.0,1.0,1.0,26,1.0 +08077,2014,2986,14179.025452109847,12210.0,,,, +08117,2018,2119,42256.29589428976,31144.0,0.08509615836136186,0.0720000563970526,2119,1.0 +05127,2015,109,10878.62385321101,7670.0,0.19399908059886165,0.2,109,1.0 +01003,2019,7556,55755.12705134992,20640.0,0.14729467492971776,0.10021052631578947,7555,0.9998676548438327 +01033,2016,1206,12828.026533996683,10050.0,0.12212285187437931,0.10004232873921676,1206,1.0 +05081,2017,173,11398.150289017341,8750.0,0.19999999999999973,0.2,173,1.0 +06059,2019,33087,652337.2303019313,495000.0,,,, +12021,2017,15312,333039.5735370951,187183.0,0.8652845013517012,0.964335093783432,15312,1.0 +06085,2022,15624,922217.208781362,696233.5,,,, +08085,2022,1091,20510.43996333639,17900.0,0.0915154273433898,0.06950388557269963,1091,1.0 +12077,2014,67,66342.26865671642,56157.0,0.897653287320275,1.0,67,1.0 +12077,2016,108,56530.583333333336,33722.5,0.9165339826280013,1.0,108,1.0 +06085,2019,16197,803433.4674939804,571817.0,,,, +09007,2018,2512,193546.04617834394,163185.0,,,, +02110,2014,333,304747.53153153154,293900.0,1.0,1.0,333,1.0 +06085,2014,18491,560863.7329511654,433610.0,,,, +12081,2019,12751,206700.16853580112,151804.0,0.9301713340505778,1.0,12751,1.0 +12009,2017,19226,131578.00488921252,100690.0,0.8268998509354856,1.0,19226,1.0 +08097,2016,506,177034.52569169961,80730.0,,,, +12065,2017,247,62366.8987854251,45053.0,0.9148700699493688,1.0,247,1.0 +01057,2019,44,19045.454545454544,11540.0,0.16599115375986367,0.15932408289024638,44,1.0 +01025,2021,599,17173.12186978297,13960.0,0.16544240400667823,0.2,599,1.0 +01059,2014,364,11000.0,9050.0,0.1353432857141974,0.1009122303355593,364,1.0 +12037,2021,686,279759.04664723034,176438.5,0.9609408718167181,1.0,686,1.0 +12033,2016,9732,112111.08353884093,82755.0,0.9469537161495838,1.0,9732,1.0 +12015,2019,9089,138124.56606887447,112261.0,0.9238277201203591,1.0,9089,1.0 +12075,2021,1393,84381.9160086145,61297.0,0.8956050317953606,1.0,1393,1.0 +12011,2013,43333,182532.1909399303,111970.0,0.9996197684498996,1.0,43332,0.9999769228994069 +01005,2018,14,17544.285714285714,11920.0,0.12866960355628415,0.10021003955883391,14,1.0 +06095,2023,379,379210.17150395777,368080.0,,,, +05079,2020,56,13138.035714285714,9780.0,0.19999999999999987,0.2,56,1.0 +08031,2016,15573,31103.084826301932,20730.0,,,, +08037,2020,2136,100127.265917603,50025.0,0.08449956507662353,0.07150036988015619,2136,1.0 +01051,2020,1925,29531.645194805194,19724.0,0.14150649350648992,0.1,1925,1.0 +01017,2018,413,12509.733656174334,9740.0,0.1457477092266766,0.10031004924311508,413,1.0 +05023,2019,735,27544.914285714287,19602.0,0.20000000000000026,0.2,735,1.0 +08119,2020,996,20530.210843373494,19860.0,0.08844653830864217,0.07149928525935914,996,1.0 +08115,2019,33,5850.0,4860.0,0.07322773059116208,0.07151265450264861,33,1.0 +08009,2015,45,4856.733333333334,4178.0,0.0797456971770978,0.07959731931365185,45,1.0 +06041,2018,3201,911975.7610121837,699495.0,,,, +02070,2017,7,180742.85714285713,153200.0,1.0,1.0,7,1.0 +08121,2022,60,27852.966666666667,10798.0,0.07984827704247215,0.06950216771843808,60,1.0 +05027,2019,300,21430.933333333334,16755.0,0.20000000000000104,0.2,300,1.0 +12051,2016,764,61138.32460732984,49085.0,0.9573953640954466,1.0,764,1.0 +01073,2022,17131,29980.650283112485,19460.0,0.14951846359831847,0.10009319664492078,17130,0.9999416262915183 +05019,2023,332,17631.9578313253,12685.0,0.2000000000000012,0.2,332,1.0 +05049,2017,205,12519.024390243903,8000.0,0.2000000000000002,0.2,205,1.0 +06011,2019,228,162644.26315789475,151500.5,,,, +01019,2013,201,90726.37313432836,62020.0,1.0,1.0,201,1.0 +05105,2022,136,21852.20588235294,16650.0,0.1999999999999995,0.2,136,1.0 +06063,2023,492,276194.7906504065,221585.5,,,, +04012,2018,414,41910.74396135266,24416.0,0.3333023597721797,0.3333001142046432,414,1.0 +01069,2019,815,17717.496932515336,14000.0,0.14736203183646707,0.1004149377593361,815,1.0 +05065,2015,116,13279.48275862069,10365.0,0.19999999999999957,0.2,116,1.0 +04019,2021,27964,17167.934665999142,13222.0,0.08132074075343493,0.08347096646019085,27964,1.0 +12063,2022,549,98402.4262295082,81557.0,0.8908290103212306,1.0,549,1.0 +06099,2021,7604,261952.72619673857,232199.5,,,, +01109,2013,80,123436.875,104830.0,1.0,1.0,80,1.0 +05131,2021,2974,28202.484868863485,23240.0,0.1999999999999994,0.2,2974,1.0 +06057,2019,2539,396157.77668373374,333988.0,,,, 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+01131,2019,67,21774.731343283584,17003.0,0.17014925373134313,0.2,67,1.0 +12063,2018,408,74828.48529411765,58572.5,0.9794305641760549,1.0,408,1.0 +05015,2014,341,20563.08211143695,16620.0,,,, +12023,2016,1526,85492.4384010485,62545.0,0.9859644756673416,1.0,1526,1.0 +12029,2019,338,59186.718934911245,42000.0,0.9609358225289651,1.0,338,1.0 +08015,2022,472,30573.512711864405,27190.0,0.07138372478739624,0.0694991969796126,472,1.0 +08073,2021,107,14946.672897196262,9695.0,0.08828085972452154,0.07150124232629926,107,1.0 +06031,2021,1898,204037.31032665964,194289.5,,,, +05119,2018,8003,30598.348119455204,24240.0,0.20000000000002835,0.2,8003,1.0 +05105,2019,119,15021.176470588236,12310.0,0.19999999999999957,0.2,119,1.0 +08091,2015,169,27888.698224852073,23490.0,0.11148205024156553,0.07960334435154579,169,1.0 +06061,2015,9405,345403.98585858586,283485.0,,,, +12019,2021,6688,163301.6677631579,144569.0,0.9045572545094308,1.0,6688,1.0 +01001,2022,1613,26569.57222566646,20140.0,0.13248605083694634,0.1,1613,1.0 +08017,2021,27,7710.740740740741,5804.0,0.08739457093041318,0.07960017431092711,27,1.0 +05077,2017,49,10405.30612244898,7630.0,0.19999999999999996,0.2,49,1.0 +01083,2020,3165,19746.527646129543,16000.0,0.1404603262600228,0.10013422818791946,3165,1.0 +06021,2020,285,158008.71929824562,153428.0,,,, +12059,2021,183,68434.3825136612,57955.0,0.9758722474062652,1.0,183,1.0 +05011,2015,57,9348.947368421053,6670.0,0.19999999999999984,0.2,57,1.0 +08069,2018,8390,25512.913110846246,21845.0,0.10010176999572276,0.072,8390,1.0 +04001,2021,627,8872.827751196171,6416.0,0.08637002159351206,0.08137536654454697,622,0.9920255183413078 +04023,2019,753,11774.191235059761,9385.0,0.11082443850824972,0.10000175418592616,753,1.0 +06009,2015,1231,177967.20552396425,162000.0,,,, +05147,2021,79,15190.886075949367,12740.0,0.1999999999999997,0.2,79,1.0 +08021,2019,103,10630.009708737864,8608.0,0.09753846886065193,0.0715012277787932,103,1.0 +08091,2019,199,32830.65326633166,24990.0,0.12424378646405972,0.07150114300228601,199,1.0 +11001,2023,6818,991725.4100909358,617195.0,1.0,1.0,6818,1.0 +04021,2018,14410,10699.086537126996,10863.5,0.11750569447091709,0.10000198180701163,14410,1.0 +05133,2017,135,16418.88888888889,14620.0,,,, +06083,2022,3812,818140.6038824763,429543.0,,,, +10005,2022,7360,19857.5375,15850.0,1.0242541288400902,0.5,7352,0.9989130434782608 +01101,2019,3719,26058.781930626512,15330.0,0.14979834567118316,0.1,3719,1.0 +12005,2020,16184,176328.03645575876,138510.0,50.2739372459048,1.0,16184,1.0 +08033,2020,40,12742.55,10420.0,0.10550089811627317,0.0715016011038036,40,1.0 +08119,2019,860,22368.76976744186,19345.0,0.09006040916452765,0.0715005012146139,855,0.9941860465116279 +05025,2022,110,21040.0,12150.0,0.19999999999999957,0.2,110,1.0 +06043,2020,435,217940.816091954,202877.0,,,, +08115,2016,44,9132.5,4560.0,0.08727180380418598,0.07959270074014427,44,1.0 +08011,2015,46,5508.652173913043,5396.0,0.09066666159454,0.07960171174446899,46,1.0 +12085,2021,3491,290862.39444285305,187265.0,0.8425939074289724,0.9054469400745658,3491,1.0 +08115,2015,62,5412.096774193548,4865.0,,,, +01107,2021,80,9279.0,8300.0,0.13570001200316784,0.10022715403375874,80,1.0 +08023,2021,72,10877.861111111111,8523.0,0.103889990406687,0.07150252978418373,72,1.0 +08017,2015,29,9469.51724137931,5892.0,0.10404540583803729,0.07960544020535326,29,1.0 +12003,2016,508,94452.84448818897,83283.5,1.0,1.0,508,1.0 +08103,2013,120,14934.416666666666,12935.0,0.10067202911723115,0.07961300288383072,120,1.0 +06007,2021,4092,255637.9342619746,215088.5,,,, +06053,2019,4067,517605.0312269486,333333.0,,,, +01121,2014,2,17140.0,17140.0,0.10008025682182986,0.10008025682182986,2,1.0 +01133,2014,451,133482.74944567628,76560.0,1.0,1.0,451,1.0 +09009,2022,12038,173618.54618707427,146195.0,,,, +06081,2020,6288,1120011.4506997454,771253.5,,,, +06101,2021,1398,239995.87768240343,216611.0,,,, +09001,2017,11955,391622.86507737346,237670.0,,,, +08093,2021,1020,27739.144117647058,24735.0,0.08330805981592686,0.0714998238313398,1020,1.0 +08097,2021,1009,218922.2993062438,104990.0,0.07284212150535863,0.07150013940980186,1009,1.0 +05101,2017,117,10993.504273504273,8980.0,0.19999999999999957,0.2,117,1.0 +09013,2019,1794,163455.25585284282,146590.0,,,, +06001,2022,15556,684510.7996271536,555103.5,,,, +08101,2018,3879,9361.327146171694,8342.0,0.08522744457479944,0.07200008788536819,3879,1.0 +08111,2017,23,143071.26086956522,135433.0,2.774677115731433,1.923163216040442,23,1.0 +05011,2021,124,15172.90322580645,11730.0,0.19999999999999954,0.2,124,1.0 +05021,2022,164,18116.341463414636,9255.0,0.19999999999999954,0.2,164,1.0 +01123,2019,189,246623.8201058201,176900.0,1.0,1.0,189,1.0 +08037,2021,1990,103289.09547738693,51315.0,0.08126955870398693,0.07150046931337556,1962,0.985929648241206 +05041,2013,95,11392.421052631578,9940.0,0.19846041352552818,0.2,95,1.0 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+06065,2015,41781,263378.6980206314,211630.0,,,, +05143,2019,4348,30245.30128794848,25915.0,0.20000000000001397,0.2,4348,1.0 +05029,2018,313,15406.517571884984,11910.0,0.20000000000000112,0.2,313,1.0 +06097,2015,6930,415526.79855699855,322239.0,,,, +06011,2023,118,229684.68644067796,225377.0,,,, +06075,2015,5994,808357.3193193193,614849.5,,,, +04005,2020,3511,30133.07661634862,24540.0,0.1077315705741164,0.10000079022856044,3511,1.0 +05137,2015,106,18389.43396226415,16010.0,0.1999999999999996,0.2,106,1.0 +05101,2018,94,13650.744680851063,10955.0,0.19999999999999962,0.2,94,1.0 +06005,2019,858,232760.23193473194,213745.5,,,, +05089,2013,54,12806.296296296296,7995.0,,,, +06045,2020,1365,299302.93406593404,253752.0,,,, +05041,2020,97,12681.443298969072,10560.0,0.19999999999999962,0.2,97,1.0 +06033,2023,937,241948.19103521877,207039.0,,,, +08003,2022,257,13914.04280155642,11219.0,0.06271498518390754,0.05141030752376198,257,1.0 +08077,2017,8720,15151.279816513761,13230.0,0.08449554307244604,0.07199890807343207,8720,1.0 +12061,2018,5782,195469.55534417156,115117.0,0.9059439418361487,1.0,5782,1.0 +06067,2019,24775,291210.9300504541,235944.0,,,, +08014,2021,1719,36772.094240837694,30150.0,0.09337740919772407,0.07150134103998171,1719,1.0 +05073,2014,40,8273.9,6404.5,0.17019617439511375,0.19755415162454876,40,1.0 +06019,2021,13983,235618.39898448114,200759.0,,,, +01027,2018,174,15591.137931034482,13692.0,0.15747126436781597,0.2,174,1.0 +01061,2021,1376,13673.720930232557,10620.0,0.13425516427436082,0.10034013605442177,1376,1.0 +02220,2015,49,314669.387755102,300500.0,,,, +05113,2023,382,24897.17277486911,20195.0,0.20000000000000143,0.2,382,1.0 +05083,2015,211,11900.616113744076,9950.0,0.188242612413942,0.2,211,1.0 +01067,2021,365,29322.1397260274,28233.0,0.19780801378833915,0.2,365,1.0 +01003,2020,16441,34256.81892828903,24240.0,0.14483386858512923,0.10009699321047527,16441,1.0 +04007,2022,1264,17292.399525316454,13221.0,0.08749149736005644,0.086356860805166,1264,1.0 +06095,2016,7280,263951.97788461536,241000.0,,,, +08067,2017,2685,27932.80819366853,23250.0,0.09391238405613776,0.07200029105726552,2685,1.0 +12063,2014,363,79902.74655647382,63985.0,0.9907029661125725,1.0,363,1.0 +02016,2022,1,292900.0,292900.0,1.0,1.0,1,1.0 +12011,2015,45549,200988.81995213946,128210.0,,,, +02230,2022,6,332000.0,324700.0,1.0,1.0,6,1.0 +05005,2023,1046,32617.284894837478,27370.0,0.19999999999999682,0.2,1046,1.0 +04015,2017,6682,12515.403472014366,10430.5,0.11069112060312375,0.10000201393646059,6682,1.0 +06071,2017,33554,236669.16144125885,180163.5,,,, +12081,2018,12784,200728.4967146433,141632.5,0.9322532478200712,1.0,12784,1.0 +08109,2020,147,8811.86394557823,7376.0,0.08605206867947503,0.07150055601890465,147,1.0 +06031,2020,1834,176686.17284623772,170290.5,,,, +05087,2016,159,17671.006289308178,13540.0,0.1992315022974227,0.2,159,1.0 +06053,2023,2523,709543.7090764962,475117.0,,,, +12029,2022,390,79809.66666666667,58867.5,0.9027000041311559,1.0,390,1.0 +12057,2016,40871,149422.78243742508,98741.0,0.8896615682378669,0.9657068812246682,40871,1.0 +01013,2019,205,16382.536585365853,7980.0,0.1253658536585367,0.1,205,1.0 +06003,2018,86,385113.1976744186,275266.5,,,, +05071,2023,354,20127.033898305086,15465.0,0.20000000000000132,0.2,354,1.0 +12033,2019,6914,141660.69872722012,101797.5,0.9402187030443744,1.0,6914,1.0 +05017,2018,138,13872.31884057971,8585.0,0.1999999999999995,0.2,138,1.0 +08103,2017,118,12659.49152542373,11435.0,0.0852128449622727,0.07200680752584833,118,1.0 +12029,2021,424,73453.60377358491,53350.0,0.941345426115385,1.0,424,1.0 +01005,2010,32,16504.0625,12650.0,0.15312500000000004,0.2,32,1.0 +06087,2020,2600,625749.3334615384,533021.0,,,, +12083,2021,16705,106552.96755462437,85400.0,0.9089884397680132,1.0,16705,1.0 +06109,2022,1549,238202.5474499677,214665.0,,,, +09013,2014,1586,162423.20302648173,148780.0,,,, +05061,2013,127,12414.645669291338,8520.0,,,, +08014,2023,1042,45054.529750479844,41140.0,0.06950138445964302,0.06950042774872003,1042,1.0 +05041,2019,67,11157.014925373134,8820.0,0.19999999999999976,0.2,67,1.0 +05067,2021,330,13076.848484848484,10665.0,0.2000000000000012,0.2,330,1.0 +06081,2014,7379,720112.2306545603,503728.0,,,, +06033,2018,1102,167737.26315789475,143248.5,,,, +06037,2020,67850,651037.9590862195,430685.0,,,, +06087,2014,2462,423218.51827782294,356419.5,,,, +08087,2016,486,10431.872427983539,9260.0,0.09688624771246873,0.07960761689800928,486,1.0 +01061,2014,321,10104.11214953271,8200.0,0.12631164518088125,0.1003584229390681,321,1.0 +06007,2023,44,286288.25,243064.0,,,, +01075,2014,24,9105.0,9160.0,0.12052036315704422,0.10003600094879794,24,1.0 +05039,2014,90,8972.444444444445,6395.0,0.19788047444877901,0.2,90,1.0 +09003,2021,15568,162238.07271325798,136420.0,,,, +11001,2020,9550,900925.2231413613,549095.0,1.0,1.0,9550,1.0 +05087,2014,244,14015.36475409836,9992.5,0.18982312233925872,0.2,244,1.0 +08089,2016,215,6118.274418604651,4897.0,,,, +05023,2022,862,35682.633410672854,26399.0,0.19999999999999857,0.2,862,1.0 +05147,2020,60,13661.833333333334,13175.0,0.19999999999999982,0.2,60,1.0 +06039,2017,2229,156510.9309107223,143903.0,,,, +06063,2017,622,222671.1655948553,180771.5,,,, +08065,2016,224,13997.517857142857,12719.5,0.09954696972597463,0.07960030955657785,224,1.0 +05041,2014,90,9631.0,7475.0,0.19615895632820382,0.2,90,1.0 +01099,2013,104,111615.76923076923,93775.0,1.0,1.0,104,1.0 +06115,2021,2052,201582.50194931775,188192.5,,,, +08087,2017,934,12080.749464668093,9995.0,0.08847259999862646,0.071994921644259,934,1.0 +12001,2018,5465,165389.28526989935,108990.0,0.9385654628435288,1.0,5465,1.0 +08081,2017,292,11853.664383561643,10505.0,0.07597492545788984,0.07199519305328586,292,1.0 +08089,2019,294,6059.4455782312925,4758.0,0.07229993737679402,0.07149994460603146,294,1.0 +06097,2014,6590,383932.12276176026,294000.0,,,, +08021,2022,129,13123.263565891473,8905.0,,,, +08045,2020,1536,33840.104166666664,25730.0,0.09264070372007738,0.07150232952714211,1536,1.0 +01005,2019,116,16883.103448275862,14260.0,0.13360613267235222,0.10016613541968511,116,1.0 +05003,2021,325,11627.32923076923,8780.0,0.19999989962736778,0.2,325,1.0 +12065,2019,191,87065.9895287958,75927.0,0.9049696921160594,1.0,191,1.0 +06081,2019,6194,1054235.2161769455,665411.0,,,, +08099,2023,119,50566.857142857145,44969.0,0.39876997378189755,0.40122710733316475,114,0.957983193277311 +05067,2017,181,10556.46408839779,7480.0,0.19999999999999987,0.2,181,1.0 +05021,2016,14,11190.714285714286,7135.0,,,, +05039,2022,97,10493.298969072164,7550.0,0.19999999999999962,0.2,97,1.0 +01105,2013,45,8927.111111111111,6140.0,0.13268623555410988,0.10060975609756098,45,1.0 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+05031,2014,1703,21847.398708162065,18130.0,,,, +05129,2017,79,9024.430379746835,7330.0,0.1999999999999997,0.2,79,1.0 +05135,2013,280,12711.92857142857,9815.0,0.20000000000000087,0.2,275,0.9821428571428571 +01067,2019,985,23998.837563451776,20886.0,0.19878132153089492,0.2,985,1.0 +05013,2023,61,12113.11475409836,9390.0,0.19999999999999982,0.2,61,1.0 +02070,2012,1,213700.0,213700.0,,,, +05073,2019,35,10309.142857142857,10110.0,0.2000000000000001,0.2,35,1.0 +05103,2021,420,14279.309523809523,10300.0,0.20000000000000157,0.2,420,1.0 +08083,2014,322,14061.335403726707,11300.0,,,, +05029,2023,358,20013.26815642458,16345.0,0.20000000000000134,0.2,358,1.0 +06039,2023,1395,248879.23369175626,221557.0,,,, +09011,2017,3565,167550.2563814867,137550.0,,,, +01041,2020,6,12280.0,4960.0,0.11247102513708424,0.10008029783195854,6,1.0 +08035,2017,10383,29535.21140325532,26150.0,0.10775745158884861,0.07200254937256152,10383,1.0 +02130,2015,98,227207.44897959183,240650.0,0.9566803363496661,1.0,98,1.0 +05083,2019,343,14763.061224489797,11800.0,0.20000000000000126,0.2,343,1.0 +05055,2019,938,19830.95948827292,17175.0,0.19999999999999776,0.2,938,1.0 +12039,2015,421,74187.47268408551,61175.0,0.9794682430976155,1.0,421,1.0 +06075,2020,5690,1316152.609666081,936360.0,,,, +05013,2019,19,8513.684210526315,7620.0,0.20000000000000007,0.2,19,1.0 +06029,2015,13241,147280.1786874103,123509.0,,,, +05107,2023,266,10203.496240601504,7145.0,0.19999997841555733,0.2,266,1.0 +08039,2022,896,26525.74776785714,27995.0,0.09711786923405681,0.06950829676003495,896,1.0 +08121,2021,57,8388.912280701754,6154.0,0.07692652623288256,0.07149837327644766,57,1.0 +06067,2015,24347,240826.94492134554,190812.0,,,, +05075,2020,257,12089.844357976654,10200.0,0.20000000000000073,0.2,257,1.0 +02180,2022,31,272719.3548387097,251700.0,1.0,1.0,31,1.0 +08049,2019,1248,28898.20512820513,23005.0,0.09160830476826337,0.07150335810413953,1248,1.0 +12021,2022,16738,423906.0423587047,243490.0,0.7645524637949718,0.7789878402678432,16738,1.0 +05045,2015,1766,25909.94790486976,23985.0,,,, +12013,2015,110,68046.20909090909,55935.0,0.9897993868098692,1.0,110,1.0 +01013,2017,62,22574.516129032258,19490.0,0.19354838709677402,0.2,62,1.0 +01099,2016,77,12522.038961038961,9860.0,0.16919578536485555,0.19997520456236054,77,1.0 +06085,2016,18092,624344.463851426,477463.5,,,, +01115,2016,2254,16068.429458740018,13920.0,0.1270773321408278,0.10010565794821322,2254,1.0 +08045,2017,1312,27032.431402439026,21685.0,0.09295183981308541,0.07200100625731354,1312,1.0 +01111,2014,112,177612.4642857143,166800.0,1.0,1.0,112,1.0 +08067,2020,1728,33281.64351851852,27850.0,0.09557910834627296,0.07150157369597844,1728,1.0 +12051,2019,786,62177.21501272265,47240.0,0.9412696101428922,1.0,786,1.0 +08109,2018,126,9322.34126984127,6716.5,0.09620700395102516,0.0720018049478392,126,1.0 +12045,2014,467,122519.40042826552,90000.0,0.9911555964653368,1.0,467,1.0 +05065,2017,206,15018.786407766991,10545.0,0.20000000000000023,0.2,206,1.0 +06073,2020,42319,558631.9539214064,425000.0,,,, +06095,2021,8063,399639.2920749101,392542.0,,,, +05079,2021,58,12874.137931034482,10255.0,0.19999999999999984,0.2,58,1.0 +05047,2023,309,17527.66990291262,14640.0,0.19999993528155383,0.2,309,1.0 +08051,2022,524,40094.02671755725,27045.0,0.0762187903098595,0.06950081381325557,524,1.0 +04027,2020,5085,10151.870796460176,7754.0,0.09593280769769295,0.09564954421739318,5085,1.0 +05111,2020,232,16395.387931034482,13195.0,0.2000000000000005,0.2,232,1.0 +06017,2016,4911,313513.57727550395,266729.0,,,, +01115,2015,1428,16120.574229691876,13800.0,0.13020530713315812,0.10012696560148573,1428,1.0 +08029,2016,693,12878.111111111111,11375.0,0.09522138381979336,0.07960127751600475,693,1.0 +04015,2016,6238,11495.561397883937,9583.5,0.11023166838282561,0.10000172901268298,6238,1.0 +08003,2018,278,11120.147482014389,9958.0,0.11492120934625859,0.07200056787996698,278,1.0 +08077,2022,3655,19180.279069767443,17060.0,0.08063613386041427,0.06950446983600735,3655,1.0 +12011,2018,44476,250140.8373055131,162855.0,0.8784524203447659,1.0,44476,1.0 +02230,2016,7,274185.71428571426,223300.0,,,, +01111,2017,313,15941.85303514377,8980.0,0.1379517315694993,0.10022883295194508,313,1.0 +12047,2015,132,52249.818181818184,40182.0,0.955609198737793,1.0,132,1.0 +01111,2021,514,17645.019455252917,12270.0,0.12790857926030988,0.10174767999680634,514,1.0 +02275,2021,15,149373.33333333334,142100.0,1.0,1.0,15,1.0 +08103,2014,92,16233.804347826086,12185.0,0.09451268522453453,0.0796141426448923,92,1.0 +08019,2023,220,36416.545454545456,28685.0,0.06789204979767001,0.06700097861267677,220,1.0 +02060,2014,1,142100.0,142100.0,1.0,1.0,1,1.0 +02110,2016,499,327181.00801603205,315500.0,1.0,1.0,499,1.0 +05029,2015,36,20357.166666666668,21030.0,,,, +06103,2016,1078,148096.72820037106,121923.5,,,, 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+05111,2019,154,14302.077922077922,12320.0,0.19999999999999948,0.2,154,1.0 +08045,2018,1431,27501.362683438154,21210.0,0.08855081067308797,0.07200071199715201,1431,1.0 +06095,2014,5841,237581.94898133882,214324.0,,,, +01085,2019,53,14021.88679245283,12060.0,0.1220870623492064,0.10012453300124532,53,1.0 +12013,2020,169,69020.20118343196,57887.0,0.9447704783232408,1.0,169,1.0 +12031,2017,24559,159800.08314670794,103199.0,0.9387781178260919,1.0,24559,1.0 +04019,2015,18647,14186.646055665791,10779.0,0.10102231565791574,0.09800975059980704,18645,0.9998927441411487 +08001,2017,21810,21532.64603392939,18800.0,0.08577688804481168,0.07199854012176711,21810,1.0 +06107,2015,4597,138276.15053295626,120000.0,,,, +05041,2018,66,10912.575757575758,9390.0,0.19999999999999976,0.2,66,1.0 +08105,2014,189,15906.116402116402,11182.0,0.09505037333023757,0.07960156331578083,189,1.0 +08017,2013,20,5659.4,3088.5,0.10572334856927279,0.07960078954627842,20,1.0 +06113,2018,2329,368519.97767282097,284729.0,,,, 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+06023,2022,1545,248353.52427184465,222782.0,,,, +01017,2021,562,14099.430604982206,11120.0,0.14847346634270886,0.13703001102109946,562,1.0 +05037,2015,384,22321.171875,20415.0,0.19994322711939472,0.2,384,1.0 +05023,2020,823,29161.973268529768,23637.0,0.19999999999999904,0.2,823,1.0 +06043,2016,436,168569.77981651376,147821.5,,,, +01093,2021,8,16457.5,14290.0,0.16393972498191173,0.18126210497529227,8,1.0 +01047,2019,288,17544.375,12830.0,0.15895842177112768,0.2,288,1.0 +01105,2016,29,11457.931034482759,11020.0,0.14072995607528882,0.10217782872113967,29,1.0 +08107,2022,879,50115.904436860066,34160.0,0.07537366985987073,0.069501026127975,879,1.0 +04023,2021,940,13083.208510638298,10877.5,0.11292609814590344,0.10000127747233245,940,1.0 +05025,2020,81,13553.827160493827,9390.0,0.19999999999999968,0.2,81,1.0 +05057,2018,192,12658.645833333334,8880.0,0.20000000000000004,0.2,192,1.0 +05129,2019,123,10747.772357723577,9010.0,0.19999999999999954,0.2,123,1.0 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+05037,2017,180,18285.0,16705.0,,,, +05149,2021,392,19149.183673469386,14520.0,0.20000000000000145,0.2,392,1.0 +06015,2016,390,160450.54358974358,138327.0,,,, +02122,2018,902,204938.91352549888,198800.0,1.0,1.0,902,1.0 +08125,2017,276,9113.333333333334,7630.0,0.07708705400246507,0.07198689793791409,276,1.0 +02170,2016,52,221765.38461538462,216050.0,,,, +06065,2018,46226,290422.3719335439,239000.0,,,, +08009,2022,38,4430.5526315789475,2414.0,0.09862836395527366,0.06950618237282205,38,1.0 +01053,2015,479,12137.329853862213,9550.0,0.144885177453028,0.1,479,1.0 +02170,2019,2083,227024.38934229477,223700.0,1.0,1.0,2083,1.0 +12053,2017,7040,85142.165625,76074.0,0.9392422046206425,1.0,7040,1.0 +05139,2021,517,22348.08510638298,15190.0,0.2000000000000018,0.2,517,1.0 +06001,2021,21409,630206.6169368023,534378.0,,,, +06061,2014,8000,328886.546125,273000.0,,,, +06071,2018,30612,251114.27652554555,193725.5,,,, +05029,2016,112,13353.419642857143,11215.0,,,, 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+12071,2017,27678,175622.79590288317,125999.0,0.9236753834033269,1.0,27678,1.0 +05115,2017,791,21465.158027812897,20070.0,0.19999999999999946,0.2,791,1.0 +06101,2022,1082,260215.842883549,244268.0,,,, +05067,2020,259,11682.972972972973,9600.0,0.20000000000000076,0.2,259,1.0 +12061,2016,5570,174164.59425493717,100965.0,0.9234642385914961,1.0,5570,1.0 +04013,2015,96364,19177.92199369059,13530.0,0.10732309018258122,0.1,95048,0.9863434477605745 +01015,2019,1816,16329.02643171806,12809.0,0.1445484581497758,0.1,1816,1.0 +12061,2017,5922,201406.87386018236,108140.0,0.9071864064923482,1.0,5922,1.0 +05131,2016,1816,25203.549008810573,21030.0,,,, +08067,2013,1184,25264.24831081081,22465.0,0.11105615170764538,0.07960389161464299,1184,1.0 +04005,2022,2249,38778.92396620721,26510.0,0.10310514335451139,0.10000063496498168,2249,1.0 +06053,2015,3780,474031.4021164021,299553.5,,,, +01071,2018,927,13213.635382955772,10060.0,0.12180366487396398,0.10013210039630119,927,1.0 +12001,2021,6339,181254.47673134564,127679.0,0.9211914631892623,1.0,6338,0.9998422464111059 +05049,2022,212,15644.575471698114,12970.0,0.2000000000000003,0.2,212,1.0 +05081,2015,178,8848.286516853932,7615.0,,,, +05125,2014,2304,21283.138020833332,18010.0,,,, +05001,2023,312,22851.246794871793,16008.5,0.20000000000000112,0.2,312,1.0 +06105,2022,315,217966.46031746033,175575.0,,,, +06033,2019,1035,194700.31304347827,165580.0,,,, +05041,2015,119,9207.899159663866,7620.0,0.19592429044566056,0.2,119,1.0 +08029,2022,711,17495.7158931083,14871.0,0.08759659322585749,0.06950218472962393,711,1.0 +05117,2021,45,11052.666666666666,9930.0,0.2,0.2,45,1.0 +05051,2019,2763,29400.40535649656,22570.0,0.1999999999999959,0.2,2763,1.0 +06029,2019,13854,188770.8668976469,166464.0,,,, +06111,2017,10176,481222.1112421384,388189.5,,,, +06115,2022,1785,214349.74285714285,201228.0,,,, +01011,2013,40,9734.0,7980.0,0.167980758052265,0.09999129869580972,40,1.0 +06055,2020,1811,674726.0220872447,504432.0,,,, +08121,2016,53,6298.490566037736,5054.0,0.08907935593854106,0.07960250149918616,53,1.0 +06077,2017,11233,226766.32226475564,193800.0,,,, +05113,2014,324,13425.555555555555,11040.0,,,, +08117,2014,1900,35680.546842105265,28067.0,0.09088016352974403,0.07959880024196025,1900,1.0 +01045,2015,672,11287.05357142857,9220.0,0.13312758795817894,0.10011759971727077,672,1.0 +04013,2018,109092,23299.2644465222,16460.0,0.10640592211060164,0.1,109092,1.0 +06067,2023,14720,366615.41148097825,332928.0,,,, +08067,2021,1720,35073.645348837206,28410.0,0.11702897816420564,0.07150195932891629,1720,1.0 +01055,2017,3538,14740.893159977388,11700.0,0.14683755714821453,0.10082644628099173,3537,0.9997173544375353 +02110,2020,536,381182.8358208955,367550.0,1.0,1.0,536,1.0 +01075,2018,23,10234.782608695652,8460.0,0.1252595599770162,0.10014655593551539,23,1.0 +01083,2016,2222,137238.42484248424,119965.0,0.9519025774675108,1.0,2222,1.0 +05043,2015,158,16094.493670886075,13360.0,,,, +08039,2014,601,19139.46755407654,18510.0,,,, +05065,2018,328,15776.707317073171,11430.0,0.2000000000000012,0.2,328,1.0 +08031,2018,15152,32931.71396515312,24010.0,0.08205783153966938,0.07200267916945746,15152,1.0 +01069,2017,1671,18114.590065828845,13860.0,0.1522043977900732,0.2,1671,1.0 +08019,2017,278,24767.769784172662,17515.0,0.08465207514460348,0.0720011871367592,278,1.0 +12039,2016,775,68495.32,52667.0,0.9765587570608412,1.0,775,1.0 +02090,2019,1308,229657.02140672784,223805.0,1.0,1.0,1308,1.0 +01011,2021,15,21983.733333333334,7334.0,0.20000000000000004,0.2,15,1.0 +04027,2016,3863,9277.42764690655,6966.0,0.10043254804123143,0.0999942032345951,3863,1.0 +12085,2017,2959,263479.79824264953,156336.0,0.8928059289908746,1.0,2959,1.0 +08079,2019,33,18880.575757575756,16608.0,0.08535472675086359,0.07149962269328394,33,1.0 +08027,2021,233,24134.978540772532,19770.0,0.07788169518798019,0.07150621256360845,233,1.0 +12017,2014,5910,79477.4439932318,61655.0,0.9777831743756522,1.0,5910,1.0 +05145,2015,335,19189.20895522388,16950.0,,,, +08013,2022,5250,43711.53257142857,34218.5,0.07920720001758873,0.06950009309253398,5250,1.0 +05143,2020,4687,37543.31128653723,33950.0,0.20000000000001625,0.2,4687,1.0 +10001,2016,2730,37489.67032967033,37700.0,0.9839504797700691,1.0,2700,0.989010989010989 +05049,2020,301,13214.916943521595,10340.0,0.20000000000000104,0.2,301,1.0 +02020,2016,4157,319041.06326677895,296000.0,1.0,1.0,4157,1.0 +12023,2018,1258,85023.05087440381,66925.5,0.9667404340430623,1.0,1258,1.0 +08093,2017,974,18257.987679671456,17125.0,0.1038628536528193,0.07200397855474172,974,1.0 +02195,2014,21,214447.61904761905,203600.0,,,, +08123,2019,8723,20376.864610799035,19940.0,0.12090212716873788,0.0715080364200603,8723,1.0 +01043,2017,1074,15544.86033519553,12390.0,0.1291390848397095,0.10014005629713904,1074,1.0 +05149,2022,189,20001.21693121693,16350.0,0.19999999999999998,0.2,189,1.0 +05119,2022,7608,39868.299553102,29644.0,0.20000000000002746,0.2,7608,1.0 +06009,2021,1555,265354.3504823151,247529.0,,,, +06071,2020,33393,274642.84727338067,222748.0,,,, +12019,2020,5677,154427.23075568082,131954.0,0.9224400093542761,1.0,5677,1.0 +12051,2021,1078,87443.4025974026,64527.0,0.9210474282188891,1.0,1078,1.0 +06069,2022,835,411603.9017964072,417847.0,,,, +12043,2019,168,58543.20238095238,51270.5,0.9614052930211812,1.0,168,1.0 +01099,2018,250,14250.16,12200.0,0.13530317083795285,0.10020603763934648,250,1.0 +08027,2012,79,192058.7594936709,172848.0,,,, +01101,2023,4309,24249.417498259456,16740.0,0.1461592016709289,0.1,4309,1.0 +06025,2019,1729,152296.4991324465,138458.0,,,, +05059,2019,509,14994.538310412574,10700.0,0.2000000000000018,0.2,509,1.0 +05017,2021,172,14688.779069767443,9450.0,0.1999999999999997,0.2,172,1.0 +05071,2015,47,17391.489361702126,15680.0,0.17614736135209955,0.19007421150278292,47,1.0 +08035,2019,10107,33963.09587414663,30060.0,0.10373585158350267,0.07150189207536356,10107,1.0 +06045,2018,1101,277185.9627611262,232377.0,,,, 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+05123,2021,274,13528.01094890511,8665.0,0.20000000000000087,0.2,274,1.0 +08065,2017,220,15944.472727272727,13251.5,0.11463009828074543,0.07200076491340865,220,1.0 +12083,2015,9484,93710.01138760017,69795.5,0.9574731465962454,1.0,9484,1.0 +01045,2021,697,13811.649928263989,11480.0,0.1381337010277896,0.10016648168701443,697,1.0 +02195,2013,17,206070.58823529413,193900.0,,,, +06085,2015,19315,564294.2471654154,449102.0,,,, +05039,2017,61,12287.704918032787,12740.0,0.19999999999999982,0.2,61,1.0 +01107,2018,108,11735.185185185184,10350.0,0.13794044947636197,0.100394819757475,108,1.0 +12009,2021,21942,174956.62838392126,132335.0,0.8899160705419146,1.0,21942,1.0 +05135,2017,400,13181.675,10490.0,0.20000000000000148,0.2,400,1.0 +06077,2014,8188,195807.55556912554,168477.0,,,, +12083,2023,11740,144498.5251277683,120569.5,0.7902721979839757,0.830517786092064,11740,1.0 +05013,2020,58,11642.241379310344,11240.0,0.19999999999999984,0.2,58,1.0 +01107,2019,291,9734.845360824742,7460.0,0.12801992159939307,0.10010214504596528,291,1.0 +08097,2015,1254,186545.6937799043,81410.0,0.08599477483775796,0.0796,1254,1.0 +06049,2019,166,103745.69277108433,75559.0,,,, +01101,2017,3712,37742.09590517241,21440.0,0.20000000000000856,0.2,3712,1.0 +12031,2020,22830,181021.34419623303,126111.5,0.9370327466298625,1.0,22830,1.0 +02122,2014,754,159073.7400530504,151750.0,1.0,1.0,754,1.0 +05115,2018,906,23557.5,20700.0,0.19999999999999807,0.2,906,1.0 +05047,2015,183,14068.377049180328,11640.0,0.19107992945215452,0.2,183,1.0 +01113,2014,539,15809.354359925788,11805.0,0.1639617037417772,0.2,539,1.0 +05131,2014,1782,21698.70931537598,16515.0,,,, +01115,2018,2565,16508.63157894737,14500.0,0.12975195033423886,0.100120809423135,2565,1.0 +06013,2016,17177,429521.0969319439,323871.0,,,, +06039,2021,3266,174065.52510716472,140624.0,,,, +02220,2021,97,361420.61855670105,348900.0,1.0,1.0,97,1.0 +02122,2019,791,233500.37926675094,222000.0,1.0,1.0,791,1.0 +01061,2016,146,12085.479452054795,10240.0,0.1301534473957472,0.10037740685883559,146,1.0 +12013,2021,150,66651.96,50591.5,0.9547683878406146,1.0,150,1.0 +01041,2018,3,11086.666666666666,5280.0,0.18045321795861927,0.2,3,1.0 +08075,2020,371,27137.735849056604,19600.0,0.15451802503554438,0.14301101005265676,371,1.0 +08123,2015,15310,14768.70803396473,13610.0,0.10099400946454366,0.0796011756730815,15310,1.0 +12067,2014,57,61920.80701754386,47822.0,0.9507779067694236,1.0,57,1.0 +06097,2013,1,79500.0,79500.0,,,, +05009,2016,535,21377.96261682243,18680.0,0.19013376258423648,0.2,535,1.0 +05037,2023,292,18855.56506849315,14970.0,0.19999998563362154,0.2,292,1.0 +01037,2022,246,32431.70731707317,18350.0,0.18292682926829323,0.2,246,1.0 +01089,2018,8288,21549.09749034749,17200.0,0.1405330898937976,0.10013504395083342,8288,1.0 +12053,2020,6601,108679.43523708529,98199.0,0.9036596022121326,1.0,6601,1.0 +06077,2023,63,276434.4126984127,262687.0,,,, 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+05135,2021,691,15894.081041968162,10920.0,0.200000000000001,0.2,691,1.0 +08057,2018,20,10488.3,9925.0,0.10177247470439135,0.07204512411517361,20,1.0 +06105,2015,407,116121.33906633906,86403.0,,,, +08107,2020,1229,47974.182262001625,32380.0,0.08574174095067655,0.07150116503891726,1229,1.0 +06049,2021,243,126876.74074074074,85035.0,,,, +08051,2017,454,31007.26872246696,19675.0,0.10160114128919095,0.07200217161914539,454,1.0 +06089,2018,3702,210082.62317666126,185000.0,,,, +05135,2018,453,12132.693156732892,9690.0,0.20000000000000165,0.2,453,1.0 +06097,2022,6513,499526.6502379856,413867.0,,,, +12075,2019,1020,67581.13235294117,52242.5,0.9202610442504018,1.0,1020,1.0 +08063,2019,95,10375.621052631579,8949.0,0.08170350941172677,0.0715015997940495,95,1.0 +08065,2020,189,18282.51851851852,15687.0,0.11197871543837733,0.0715002771909321,189,1.0 +01071,2017,488,112673.5655737705,89550.0,1.0,1.0,488,1.0 +01121,2020,1767,15710.096208262592,12440.0,0.15035270466439588,0.15304347826086956,1767,1.0 +02150,2013,143,261600.0,260700.0,,,, +08023,2014,80,5090.6,3552.0,,,, +01029,2013,30,116149.33333333333,83135.0,1.0,1.0,30,1.0 +05021,2017,269,10649.665427509293,8710.0,0.20000000000000084,0.2,269,1.0 +05105,2016,17,9125.529411764706,9858.0,,,, +06003,2015,71,250053.60563380283,199000.0,,,, +08041,2015,31492,18456.544519242983,14960.0,0.10419198303304254,0.07960157400531441,31492,1.0 +08105,2021,338,17475.94674556213,13028.0,0.0834233834098727,0.07150064078053558,338,1.0 +08023,2015,101,6110.079207920792,4263.0,0.1504055145579702,0.07961953617612483,101,1.0 +01003,2021,10808,44318.354922279796,29780.0,0.14363483400630064,0.10009216589861751,10808,1.0 +06103,2017,1080,147475.28055555557,126661.0,,,, +01021,2020,1428,18059.52380952381,13980.0,0.14726890756302166,0.1,1428,1.0 +08079,2018,40,32330.725,14692.0,0.11099063128335111,0.07200063770640437,40,1.0 +06079,2016,4756,396366.90853658534,339530.0,,,, +02090,2016,1073,210492.8182665424,207226.0,1.0,1.0,1073,1.0 +05053,2020,285,21437.43859649123,19820.0,0.20000000000000095,0.2,285,1.0 +01091,2023,57,13586.666666666666,12600.0,0.12469190887891517,0.10032858707557503,57,1.0 +05149,2017,242,15644.752066115703,13035.0,0.20000000000000062,0.2,242,1.0 +05009,2018,649,22378.674884437598,20250.0,0.20000000000000182,0.2,649,1.0 +08097,2018,745,177669.46308724832,79590.0,0.08011908340281583,0.0720001441155807,745,1.0 +08105,2019,263,13635.315589353611,10456.0,0.08979684764657771,0.0715006729475101,263,1.0 +08117,2019,2109,49608.810336652445,38041.0,0.08494866606436778,0.07150005029092019,2109,1.0 +08043,2022,971,16110.19876416066,14456.0,0.07086777281319953,0.06950071156907178,971,1.0 +06013,2022,8859,560123.9688452422,425000.0,,,, +12011,2019,42496,267927.0397213855,179050.0,0.872017377824918,1.0,42495,0.999976468373494 +01081,2014,2158,19326.506024096387,15600.0,0.15493868332413474,0.19995081158986489,2158,1.0 +02180,2023,14,293807.14285714284,328250.0,1.0,1.0,14,1.0 +05141,2019,384,14305.5625,10795.0,0.20000000000000143,0.2,384,1.0 +12001,2014,5537,112769.12046234423,80500.0,0.9758478147808861,1.0,5537,1.0 +01089,2017,7790,21356.510911424903,16700.0,0.14216531411380257,0.10017021288924428,7790,1.0 +12037,2022,169,356067.9349112426,201914.0,0.9511803177883965,1.0,169,1.0 +01009,2015,18,17011.11111111111,13980.0,0.12026056237494297,0.10013946360600329,18,1.0 +01073,2020,15637,27747.220310801305,17370.0,0.13569738471721385,0.1,15637,1.0 +12065,2018,214,82496.42990654205,62721.0,0.924138449735303,1.0,214,1.0 +09001,2014,10344,412323.3549883991,256515.0,,,, +01073,2017,14707,22505.372951655674,16580.0,0.14465117165987892,0.10010427528675704,14707,1.0 +12085,2018,2963,245893.3013837327,157310.0,0.889685573874448,1.0,2963,1.0 +05005,2015,275,24599.01818181818,21350.0,,,, +06055,2021,2096,665776.9432251909,509820.5,,,, +12017,2020,6000,119364.9535,102301.5,0.9972615556186343,1.0,5994,0.999 +05073,2015,48,11345.833333333334,7685.0,,,, +12065,2016,250,74656.208,53395.0,0.9178596566695941,1.0,250,1.0 +06087,2023,109,614813.0091743119,492112.0,,,, +06069,2017,967,327191.41054808686,303073.0,,,, +12069,2019,11462,154341.62179375326,126557.0,82.85842757411477,1.0,11462,1.0 +05133,2022,154,21291.68831168831,17195.0,0.19999999999999948,0.2,154,1.0 +08061,2019,16,5775.0,4170.0,0.07152306949241144,0.07152268572845524,16,1.0 +08125,2021,178,12057.85393258427,10563.5,0.08905449443906996,0.0795995118177839,178,1.0 +02275,2018,21,142433.33333333334,139700.0,,,, +05113,2017,285,14073.754385964912,11980.0,,,, +02230,2015,1,191200.0,191200.0,,,, +01111,2020,32,19760.0,13650.0,0.13859500227985078,0.10009634075138096,32,1.0 +06081,2023,157,1235150.8025477708,787778.0,,,, +08063,2020,133,9317.541353383458,7660.0,0.08048447604468792,0.07150181906062011,133,1.0 +01057,2023,182,17019.120879120877,14990.0,0.13990982089464887,0.10042565523737071,182,1.0 +01133,2018,460,26715.521739130436,17390.0,0.17313603350808016,0.19998223169864962,460,1.0 +12027,2016,718,69938.98050139275,56738.0,0.953933096901134,1.0,718,1.0 +05065,2014,128,14943.125,9960.0,0.19999999999999954,0.2,128,1.0 +05087,2022,337,23348.486646884274,18630.0,0.20000000000000123,0.2,337,1.0 +06087,2021,3081,643452.7857838364,538545.0,,,, +02020,2015,4406,304137.74398547434,283100.0,1.0,1.0,4406,1.0 +04012,2021,530,102667.02641509434,62573.0,0.9562110549284168,1.0,530,1.0 +05065,2016,168,12914.22619047619,9650.0,0.19999999999999962,0.2,168,1.0 +04019,2020,49810,18273.921622164224,13586.0,0.0980122995688132,0.0933615901499262,49648,0.9967476410359366 +05059,2014,71,11000.929577464789,7945.0,,,, +06111,2023,5892,627613.671418873,509059.5,,,, +12057,2017,39302,182307.33611521043,123041.0,0.9989790575706686,1.0,39302,1.0 +08087,2020,585,16927.760683760684,13710.0,0.10510626958973558,0.07150427738663033,585,1.0 +04015,2021,8446,14368.003078380298,11098.5,0.09957674322603886,0.09311997804424021,8446,1.0 +08014,2016,1630,23088.220858895704,19970.0,,,, +08121,2019,73,8003.753424657534,6949.0,0.08204349067925445,0.07149638852500391,73,1.0 +02070,2021,7,259000.0,205600.0,1.0,1.0,7,1.0 +06015,2023,276,242002.0,195238.0,,,, +06049,2016,115,101575.28695652174,75000.0,,,, +08017,2016,27,6869.111111111111,4993.0,0.0908135069926702,0.07960055728951813,27,1.0 +08019,2022,296,32495.506756756757,25335.0,0.0752694111297885,0.06950195311457846,296,1.0 +05123,2015,129,11612.209302325582,9350.0,,,, +06053,2021,4457,1110841.8467579088,712500.0,,,, +08075,2017,392,46013.59693877551,40095.0,0.3501528741071219,0.3500131208120439,392,1.0 +05095,2016,82,12529.512195121952,7620.0,0.19999999999999968,0.2,82,1.0 +09011,2021,4269,171006.30475521198,139510.0,,,, +12049,2017,348,73107.18103448275,47435.0,0.9353541583295124,1.0,348,1.0 +01027,2013,214,85377.19626168224,65720.0,1.0335829571044943,1.0,214,1.0 +08079,2016,40,16905.575,16087.5,,,, +02100,2022,25,227340.0,230300.0,1.0,1.0,25,1.0 +02275,2016,12,175416.66666666666,168300.0,,,, +08003,2020,261,12806.888888888889,12247.0,0.10458427060059064,0.07150115609490287,261,1.0 +08113,2015,716,77558.42178770949,54730.0,0.09969574884976537,0.07960055610186159,716,1.0 +05109,2013,53,14689.245283018869,9660.0,0.1999999999999999,0.2,53,1.0 +01035,2017,8,10790.0,9330.0,0.11051952053366135,0.10012795005924685,8,1.0 +08049,2021,1267,35849.41594317285,28170.0,0.08836383188301052,0.07150204404589212,1267,1.0 +01073,2016,14083,22576.881346304053,16660.0,0.14480778877862718,0.10010649627263046,14083,1.0 +06011,2021,287,185525.8536585366,165695.0,,,, +08113,2017,442,82774.90950226244,53155.0,0.09138186727560958,0.07200013702597269,442,1.0 +12043,2015,146,59679.308219178085,47923.5,0.9810588804965529,1.0,146,1.0 +05091,2016,422,18485.70853080569,14895.0,,,, +01091,2014,5,1248.0,1080.0,0.04590097520175377,0.03459119496855346,5,1.0 +05077,2018,38,11871.578947368422,11310.0,0.2000000000000001,0.2,38,1.0 +12045,2022,708,282139.0,158697.5,0.9197495375125473,1.0,708,1.0 +06109,2016,1344,204273.39136904763,166386.5,,,, +12031,2022,25286,235911.4457407261,150361.5,0.8943455169238009,1.0,25286,1.0 +06061,2021,12413,420613.88270361716,352976.0,,,, +01133,2015,460,131076.26086956522,79390.0,1.0,1.0,460,1.0 +02180,2015,8,268800.0,277950.0,,,, +05005,2018,878,25291.674259681095,21795.0,0.19999999999999837,0.2,878,1.0 +02275,2017,9,182288.88888888888,168600.0,,,, +08039,2017,723,26215.36652835408,27120.0,0.11499467402167271,0.07200437716578516,723,1.0 +06111,2015,10509,432585.6363117328,350000.0,,,, +02230,2014,2,218250.0,218250.0,,,, +06077,2018,10966,233908.42768557358,196067.5,,,, +06013,2023,10235,632969.3832926233,513654.0,,,, +01051,2017,1471,23321.03331067301,17820.0,0.14191457245632458,0.1001136135801644,1471,1.0 +01071,2014,454,104370.04405286344,86050.0,1.0,1.0,454,1.0 +08037,2015,3168,67991.35732323233,36920.0,0.08925587503421076,0.07960048426150121,3168,1.0 +08011,2022,56,15710.285714285714,6280.0,0.08806037895522108,0.06768100348157016,56,1.0 +01133,2019,1230,29177.024390243903,19140.0,0.17445222288236711,0.19998664547302078,1230,1.0 +05023,2021,946,28074.855179704016,23040.0,0.19999999999999768,0.2,946,1.0 +05045,2019,2322,27729.234711455643,23890.0,0.19999999999999232,0.2,2322,1.0 +01103,2019,2185,17217.340961098398,14980.0,0.1359197440920104,0.10011454753722795,2185,1.0 +01037,2016,2,8580.0,8580.0,0.10017174217847108,0.10017174217847108,2,1.0 +01047,2020,714,15263.501400560224,12280.0,0.15385257147353362,0.2,714,1.0 +06107,2020,5437,174825.32996137577,148594.0,,,, +05027,2014,9,7873.333333333333,3820.0,0.19999999999999998,0.2,9,1.0 +08011,2018,69,6712.869565217391,3308.0,0.09491964678146401,0.07200289304207991,69,1.0 +12085,2014,3268,188562.94430844553,119537.0,0.9509090734737523,1.0,3268,1.0 +12071,2013,24036,141821.56078382427,93704.5,0.9997643160914621,1.0,24036,1.0 +02180,2018,39,226428.20512820513,212400.0,,,, +05077,2013,67,7245.671641791045,5720.0,0.19999999999999976,0.2,67,1.0 +06085,2017,18605,669590.4891695781,497837.0,,,, +09005,2021,4007,195567.92288495135,141470.0,,,, +08045,2016,1300,24244.284615384615,19440.0,0.10028447832898982,0.07960273357013298,1300,1.0 +01025,2019,88,7083.409090909091,5367.5,0.06761363636363626,0.05,88,1.0 +01101,2020,3783,23644.25588157547,16220.0,0.14549299497753485,0.1,3783,1.0 +06075,2023,4789,1284879.3700146168,922982.0,,,, +12017,2022,6215,131475.52067578438,109410.0,0.847375616374609,1.0,6215,1.0 +05015,2018,502,23352.187250996016,19275.0,0.19999999778230235,0.2,502,1.0 +06029,2021,16227,197676.55099525483,178694.0,,,, +08109,2013,93,9667.118279569893,7759.0,0.11133619241710396,0.07960164575915045,93,1.0 +05139,2019,287,25305.67944250871,15350.0,0.20000000000000095,0.2,287,1.0 +01035,2015,59,58259.661016949154,41200.0,1.0,1.0,59,1.0 +05005,2016,96,20042.916666666668,18450.0,,,, +12003,2017,578,84821.96193771626,66068.0,1.0,1.0,578,1.0 +08111,2013,14,14059.142857142857,12393.0,0.10966254227572049,0.07960077017827233,14,1.0 +12059,2016,238,48626.970588235294,43009.0,0.9418542754336451,1.0,238,1.0 +06031,2022,1803,180329.40654464782,161028.0,,,, +02170,2022,141,338506.06382978725,317600.0,1.0,1.0,141,1.0 +08025,2012,40,4376.875,3580.0,0.09378540297090608,0.07966052679374683,40,1.0 +12041,2021,364,88437.75274725274,70526.5,0.8939191185939601,1.0,364,1.0 +08107,2015,896,40009.75446428572,26170.0,0.09718950722007946,0.07960126605304325,895,0.9988839285714286 +01001,2021,466,18411.45922746781,16500.0,0.12725321888412108,0.1,466,1.0 +08117,2016,2146,37911.988350419386,28435.0,0.09142965504309422,0.07959878916209191,2146,1.0 +08087,2013,404,11255.247524752474,9550.0,0.08859266344926466,0.0795938910829886,404,1.0 +12035,2016,4002,133573.52698650674,110789.5,0.9389750856437521,1.0,4002,1.0 +05079,2019,59,11197.627118644068,7310.0,0.19999999999999984,0.2,59,1.0 +01071,2021,393,16944.42748091603,11780.0,0.12524815591868171,0.10013297872340425,393,1.0 +08049,2022,998,34102.76553106213,27050.0,0.07688796332895546,0.069502031768639,998,1.0 +05031,2022,1889,36350.78242456326,30855.0,0.19999999999999318,0.2,1889,1.0 +01063,2016,14,14211.42857142857,13470.0,0.12715328866335723,0.1001883627661175,14,1.0 +04015,2024,600,24290.25,20994.0,,,, +01083,2015,1921,17224.72670484123,13220.0,0.13713256370523755,0.10011049723756905,1921,1.0 +12047,2022,154,90564.5974025974,73335.5,0.8725071897303693,1.0,154,1.0 +06007,2014,2859,179824.5071703393,151221.0,,,, +06101,2023,825,297531.45212121215,254926.0,1.0,1.0,825,1.0 +06055,2015,1727,522992.57440648525,365269.0,,,, +08027,2017,165,13933.557575757575,12480.0,0.09710230568610798,0.07200031312992936,165,1.0 +01043,2014,5,19132.0,13860.0,0.14005316437397286,0.10022321428571429,5,1.0 +01041,2021,8,5645.0,3840.0,0.1370439044259917,0.13290790449177664,8,1.0 +01003,2013,4788,71709.01002506266,17850.0,0.1483406242493534,0.10052511163790728,4788,1.0 +06027,2017,219,215834.1689497717,190000.0,,,, +01055,2019,7382,14910.438905445679,12060.0,0.14772939192099155,0.1009009009009009,7382,1.0 +05001,2020,119,21834.285714285714,16870.0,0.19999999999999957,0.2,119,1.0 +06105,2023,264,235189.29545454544,200747.5,,,, +06047,2017,3895,139940.60436456997,122049.0,,,, +01015,2022,72,14447.861111111111,12364.0,0.13055555555555542,0.1,72,1.0 +01113,2020,2851,18503.851280252544,16340.0,0.15194735333579776,0.19965811965811966,2851,1.0 +09007,2020,2953,200441.80121909923,170400.0,,,, +06043,2018,378,183930.67724867724,170821.5,,,, +08037,2016,1591,60746.14079195474,36620.0,0.07964742936158542,0.07960131604472756,4,0.00251414204902577 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+08014,2019,1698,36368.39811542992,28425.0,0.09201721580206114,0.07200110676883273,1698,1.0 +01021,2013,418,14048.133971291865,10620.0,0.14638906202129037,0.10043573191570154,418,1.0 +05121,2021,418,17167.87081339713,14202.5,0.20000000000000154,0.2,418,1.0 +06009,2018,1261,228217.60031720856,213860.0,,,, +01039,2017,7,5597.142857142857,5260.0,0.11962740829741234,0.12812276945039258,7,1.0 +06027,2020,203,278422.50738916255,265301.0,,,, +06041,2021,4323,1087525.3610918343,775000.0,,,, +08049,2017,1285,24410.25680933852,18210.0,0.10185093368060866,0.07200248820693587,1285,1.0 +12083,2014,8769,85168.12384536435,68879.0,0.9695086445060817,1.0,8769,1.0 +08039,2023,546,37626.35531135531,36915.0,0.06781966895265934,0.06700103493436949,546,1.0 +01055,2015,1196,14356.80602006689,11550.0,,,, +05009,2020,739,23539.5399188092,20860.0,0.2000000000000002,0.2,739,1.0 +06083,2015,2801,580993.8693323813,307381.0,,,, +12001,2020,5402,150894.30858941132,118529.0,0.9316862311633993,1.0,5402,1.0 +06049,2023,149,145697.1543624161,93278.0,,,, +04019,2024,1662,19559.371841155236,16199.5,0.07105003135334931,0.07011555334560035,1662,1.0 +01021,2022,1453,20239.110805230557,16030.0,0.14631796283550916,0.1,1453,1.0 +05035,2021,814,26385.798525798527,23515.0,0.19999999999999915,0.2,814,1.0 +01127,2017,831,13093.766546329723,9740.0,0.14334594217924598,0.10086455331412104,831,1.0 +06017,2014,3973,292162.5869619935,244847.0,,,, +05053,2023,282,22831.63120567376,20170.0,0.20000000000000093,0.2,282,1.0 +02060,2017,2,101650.0,101650.0,1.0,1.0,2,1.0 +01053,2022,97,14508.247422680412,12280.0,0.14072982257514,0.10013679890560875,97,1.0 +05087,2013,168,14975.17857142857,11215.0,0.19999999999999962,0.2,168,1.0 +05129,2016,70,8039.442857142857,6695.0,,,, +01107,2015,2,8780.0,8780.0,0.09997174630676448,0.09997174630676448,2,1.0 +08111,2018,24,15619.291666666666,14594.0,0.09711074032270473,0.07199949077147368,24,1.0 +08105,2015,448,14964.785714285714,11512.0,0.09354562510791918,0.07960028498631255,448,1.0 +01105,2018,52,9188.076923076924,8020.0,0.13356286066383716,0.10034033393289199,52,1.0 +12041,2019,342,70787.33333333333,56602.0,0.9405541418730008,1.0,342,1.0 +12059,2020,179,66352.07821229051,53521.0,0.9560021054945974,1.0,179,1.0 +06049,2018,164,120329.74390243902,77907.5,,,, +08057,2014,27,11052.888888888889,8314.0,0.08742802421854001,0.0796011173910219,27,1.0 +08079,2020,49,19333.326530612245,15940.0,0.07718878077609058,0.07150051465341407,49,1.0 +04005,2019,2899,25637.570196619523,22144.0,0.10817871882084315,0.10000084976928764,2899,1.0 +12033,2018,6873,129888.3737814637,94748.0,0.9456974399534558,1.0,6873,1.0 +05069,2018,849,16514.888103651356,12270.0,0.1999999999999987,0.2,849,1.0 +06081,2017,6846,791832.414840783,579061.5,,,, +06027,2016,203,219773.41871921183,196233.0,,,, +08045,2021,1663,34984.68430547204,27100.0,0.08916735314751364,0.07150368033648791,1663,1.0 +04019,2022,23620,17460.043861134633,13878.0,,,, +05093,2015,580,13880.872413793104,11990.5,0.19999995966167441,0.2,580,1.0 +08101,2021,4491,14496.60788243153,12540.0,0.09075535684763526,0.07150492041031306,4486,0.9988866622133156 +05129,2014,41,6872.8536585365855,5820.0,,,, +06055,2014,1467,450942.85685071576,338626.0,,,, +05127,2023,109,14940.91743119266,8970.0,0.1999999999999996,0.2,109,1.0 +05015,2022,420,34761.5,29995.0,0.20000000000000157,0.2,420,1.0 +09009,2019,11488,164169.57216225626,135345.0,,,, +12007,2019,439,88652.32346241458,69503.0,0.9782188880382633,1.0,439,1.0 +01019,2014,562,98824.41992882562,77340.0,0.9988244089458864,1.0,562,1.0 +02130,2022,167,251364.67065868265,258000.0,0.9394673745262645,1.0,167,1.0 +05031,2017,2186,25696.58737419945,21880.0,0.19999999999999254,0.2,2186,1.0 +06081,2021,8744,1134831.6150503203,789058.0,,,, +06057,2023,87,521545.9885057471,452811.0,,,, +06099,2015,7276,190537.05992303463,167365.0,,,, +06073,2016,43446,445637.33878838096,335000.0,,,, +05085,2014,538,21416.654275092937,20640.0,,,, +05125,2022,2453,38010.52792498981,33920.0,0.19999999999999213,0.2,2453,1.0 +01031,2020,1227,15885.558272208638,14240.0,0.13861958980473937,0.10016330974414807,1227,1.0 +06011,2018,215,163428.23720930232,152817.0,,,, +08123,2016,8017,14003.17949357615,13160.0,,,, +01039,2014,27,2700.0,2100.0,0.05528260324468845,0.052763819095477386,27,1.0 +08014,2022,1489,38883.56615177972,28130.0,0.08919508042758141,0.0695022461274959,1489,1.0 +06115,2017,1527,169182.32940406026,158407.0,,,, +05129,2020,156,9582.948717948719,7605.0,0.19999999999999948,0.2,156,1.0 +08081,2015,167,10904.850299401198,10010.0,0.08839989747343577,0.07960877330373592,167,1.0 +06019,2018,13202,203359.22489016815,160195.5,,,, +04025,2021,9017,25165.99567483642,20505.0,0.1081383289217163,0.10000083710729205,9017,1.0 +12037,2018,470,196464.6744680851,137388.5,0.9768773090038748,1.0,470,1.0 +01031,2017,757,15168.216644649934,12320.0,0.1391981428425461,0.10019863164864268,757,1.0 +12081,2023,10056,350852.05767700874,259196.0,0.8319423604062869,1.0,10056,1.0 +06043,2021,434,250152.80414746545,218132.0,,,, +12043,2023,203,133929.95566502464,98398.0,0.8564893571053991,1.0,203,1.0 +06047,2015,3456,121003.31307870371,112365.0,,,, +01019,2017,407,106015.18427518428,87580.0,1.0,1.0,407,1.0 +01025,2014,82,14865.609756097561,12790.0,0.14069000247745106,0.10038805491122879,82,1.0 +05061,2014,372,14285.887096774193,12200.0,0.18444445620789188,0.2,372,1.0 +04003,2024,257,17338.536964980543,12948.0,0.10136245952340578,0.10000058265211591,257,1.0 +02020,2017,3947,316305.19381808967,296700.0,1.0,1.0,3947,1.0 +01017,2015,331,12162.537764350453,9760.0,0.14789926741173548,0.12442453651860147,331,1.0 +12049,2022,304,105532.90789473684,85735.5,0.8461170286776858,1.0,304,1.0 +05035,2019,710,24683.647887323943,22540.0,0.20000000000000068,0.2,710,1.0 +06093,2018,989,153447.06673407482,124000.0,,,, +08009,2021,54,5438.462962962963,4788.5,0.08408833152936307,0.07149849943680475,54,1.0 +04027,2014,2915,8705.191423670669,6847.0,0.10374225082131606,0.10000088472869795,2915,1.0 +04001,2022,414,9356.417874396135,6371.5,0.08624034959648441,0.08345070422535211,414,1.0 +12021,2015,22694,298299.98704503395,165292.0,0.9010376048325682,0.974160777385159,22694,1.0 +08095,2020,98,12445.204081632653,10100.0,0.07865630054400374,0.07150299580723128,98,1.0 +12057,2014,25261,158600.19599382448,106986.0,0.9589802865686441,1.0,25261,1.0 +08003,2014,188,10915.47340425532,9833.0,0.12571062646432363,0.0796016606060189,188,1.0 +05063,2019,618,17392.216828478966,13825.0,0.20000000000000198,0.2,618,1.0 +05055,2022,1041,23561.095100864553,20510.0,0.19999999999999685,0.2,1041,1.0 +06111,2018,9852,503949.8673365814,402920.0,,,, +06025,2018,1653,145093.38233514823,139392.0,,,, +02275,2014,8,187400.0,178750.0,,,, +05055,2020,1043,19964.026845637585,18360.0,0.19999999999999685,0.2,1043,1.0 +06107,2023,4004,169177.0716783217,136305.0,,,, +05085,2020,1954,25925.174002047082,24985.0,0.19999999999999302,0.2,1954,1.0 +06065,2014,38696,243817.83907897456,197332.5,,,, +06017,2018,4755,355930.0220820189,305000.0,,,, +08101,2020,4259,16415.99272129608,15360.0,0.08325570633782575,0.0715051130133836,4259,1.0 +05097,2017,85,15584.117647058823,11440.0,,,, +02110,2023,287,458234.3832752613,431800.0,1.0,1.0,287,1.0 +05113,2021,580,16831.775862068964,13695.0,0.2000000000000019,0.2,580,1.0 +08113,2016,374,72698.18181818182,46125.0,,,, +05109,2017,163,15361.042944785277,11540.0,0.19999999999999954,0.2,163,1.0 +10003,2017,3058,67654.67625899281,58700.0,,,, +08029,2021,864,17986.996527777777,15496.5,0.09316914631455105,0.07150235346501237,864,1.0 +01093,2017,340,12431.058823529413,9890.0,0.14742271963351508,0.12369593286947264,340,1.0 +09009,2023,9682,190939.76626730015,161175.0,,,, +06003,2022,69,320321.3043478261,271139.0,,,, +12019,2022,4768,205789.23972315437,174874.5,0.8526075840921216,1.0,4768,1.0 +04011,2024,9,7868.0,5759.0,0.09998994535775181,0.09999928083940425,9,1.0 +05003,2017,176,11088.125,8710.0,,,, +05007,2015,6269,27466.101451587176,22180.0,,,, +02110,2019,485,355882.94845360826,344200.0,1.0,1.0,485,1.0 +08083,2016,402,13797.213930348258,11755.0,0.09743114175082734,0.07960386853152251,402,1.0 +05037,2022,330,17240.81818181818,13930.0,0.2000000000000012,0.2,330,1.0 +05011,2020,109,14585.59633027523,10780.0,0.1999999999999996,0.2,109,1.0 +08029,2020,874,14927.62585812357,13102.5,0.09864227543239601,0.07150163587925876,874,1.0 +05061,2016,131,17146.564885496184,14170.0,,,, +01109,2017,272,16226.39705882353,13030.0,0.13579358560877167,0.1001599620603352,272,1.0 +08107,2019,975,44901.82564102564,29860.0,0.08195910933395063,0.07150094806224104,975,1.0 +05091,2018,516,19817.228682170542,15825.0,0.2000000000000018,0.2,516,1.0 +05117,2017,81,10915.185185185184,8020.0,0.19999999999999968,0.2,81,1.0 +05091,2022,925,22597.416216216217,17530.0,0.19999999999999787,0.2,925,1.0 +08103,2022,171,15448.30409356725,11070.0,0.08133489233171731,0.06950708762886598,171,1.0 +08119,2015,1642,16514.598051157125,15220.0,0.09333477682987783,0.07959919046946591,1642,1.0 +12063,2021,621,89761.61352657004,68066.0,0.9326817356156741,1.0,621,1.0 +05079,2023,86,15269.883720930233,11730.0,0.19999999999999965,0.2,86,1.0 +08079,2012,24,159450.79166666666,169348.0,,,, +06055,2023,1025,729008.8643902439,578145.0,1.0,1.0,1025,1.0 +12037,2019,468,191574.52777777778,114409.0,0.966742683786021,1.0,468,1.0 +06031,2015,1506,153595.7636122178,142396.0,,,, +05015,2021,618,24068.084142394822,18960.0,0.19999999592297868,0.2,618,1.0 +09015,2021,1756,141484.52904328017,126005.0,,,, +05089,2014,110,10791.363636363636,9900.0,0.19745377317758092,0.2,110,1.0 +06079,2022,3856,539764.6760892116,443811.0,,,, +06007,2020,4058,233538.605717102,204000.0,,,, +01079,2018,354,14021.864406779661,11420.0,0.1348307497147512,0.10010051611904014,354,1.0 +12009,2016,21016,124403.64864864865,96500.0,0.9075041089248838,1.0,21016,1.0 +09007,2015,2079,190988.98268398267,161560.0,,,, +01103,2021,2536,17930.69400630915,14450.0,0.12641955835962093,0.1,2536,1.0 +12015,2015,8476,111252.23041529024,87185.0,0.9106447648831082,0.8228,7263,0.8568900424728646 +08021,2017,100,7676.05,5610.0,0.10599613742272496,0.07200220656561207,100,1.0 +08045,2015,1197,25609.84962406015,20110.0,0.10129275336787852,0.07960150293120541,1197,1.0 +02130,2014,108,205650.92592592593,195350.0,0.9298158181144388,1.0,108,1.0 +05071,2022,628,19367.81847133758,16365.0,0.20000000000000198,0.2,628,1.0 +12055,2016,2635,80809.42277039848,66364.0,0.9625165732125099,1.0,2635,1.0 +05029,2022,446,21553.923766816144,16715.0,0.20000000000000162,0.2,446,1.0 +08067,2015,1206,28583.84742951907,24760.0,0.1069230601081223,0.07960214545412252,1206,1.0 +06037,2015,85591,480457.61423514155,322256.0,,,, +04001,2015,339,7017.221238938053,5485.0,0.1107851061830699,0.10000506996552423,339,1.0 +08091,2020,219,29532.374429223742,27220.0,0.11371509918543274,0.07150267030391516,219,1.0 +06057,2015,2487,306505.52472858864,260000.0,,,, +05027,2021,239,27113.648535564855,20600.0,0.2000000000000006,0.2,239,1.0 +12045,2019,625,141761.824,93705.0,0.970685753928539,1.0,625,1.0 +12043,2014,135,66079.17037037037,50268.0,0.9950719942290899,1.0,135,1.0 +05035,2016,500,22114.14,20860.0,0.20000000000000176,0.2,500,1.0 +05063,2021,768,19947.1484375,15355.0,0.19999999999999976,0.2,768,1.0 +06033,2014,834,155443.03597122303,136000.0,,,, +01079,2017,350,13450.514285714286,11800.0,0.1361813683849249,0.1001648602717937,350,1.0 +12003,2022,472,131984.07627118644,124238.5,0.769663629307161,0.7750318710351538,472,1.0 +02110,2015,499,311769.69138276554,297100.0,1.0,1.0,499,1.0 +09015,2020,1697,136356.29345904538,123620.0,,,, +04003,2023,2343,13313.008962868118,11158.0,0.10192182243142422,0.10000062535567104,2343,1.0 +09007,2021,3247,193171.62919618108,163250.0,,,, +01031,2016,419,16697.08830548926,14400.0,0.1464193394525291,0.1003117030320204,419,1.0 +06069,2023,562,521632.95551601425,508000.5,,,, +05103,2017,341,10690.234604105572,7370.0,0.20000000000000126,0.2,341,1.0 +01095,2015,1284,16864.158878504673,12440.0,0.14340717634218583,0.10025445292620865,1284,1.0 +01015,2020,1855,16209.89218328841,12856.0,0.13493261455525205,0.1,1855,1.0 +08087,2018,583,10769.056603773584,9190.0,,,, +09015,2015,1318,125661.21396054629,114275.0,,,, +08063,2017,57,11131.59649122807,8334.0,0.08427211785329927,0.07406072802926258,57,1.0 +06059,2020,33651,721231.1757451487,543628.0,,,, +05111,2021,340,13308.382352941177,10100.0,0.20000000000000126,0.2,340,1.0 +05041,2023,183,11996.010928961749,9410.0,0.1999999999999999,0.2,183,1.0 +05053,2022,359,26678.495821727018,25380.0,0.20000000000000134,0.2,359,1.0 +06099,2018,6999,226888.91770252894,197509.0,,,, +12063,2017,574,71319.78222996516,56362.0,0.986031262797534,1.0,574,1.0 +08111,2020,37,21311.64864864865,17518.0,0.09417440391034483,0.0715,37,1.0 +05123,2017,199,12155.125628140704,8190.0,0.20000000000000012,0.2,199,1.0 +05059,2020,372,16074.274193548386,12610.0,0.2000000000000014,0.2,372,1.0 +12035,2015,3721,128640.02391830154,112579.0,0.9438843756075794,1.0,3721,1.0 +10001,2020,3852,37916.19937694704,39700.0,,,, +10001,2019,3321,40404.69738030714,40800.0,,,, +06073,2022,33129,602097.5049654382,437989.0,,,, +06051,2023,420,529459.5809523809,441244.5,,,, +04013,2016,106829,20148.059562478353,14080.0,0.11361864584527401,0.1,106829,1.0 +05019,2018,125,16920.96,15140.0,0.19999999999999954,0.2,125,1.0 +08091,2012,112,31712.23214285714,26105.0,0.12080781328967034,0.079605173495853,112,1.0 +06043,2015,390,158302.9,144980.5,,,, +05113,2015,308,13794.48051948052,10290.0,,,, +01011,2020,126,11824.444444444445,7380.0,0.13892178009622377,0.10034013605442177,126,1.0 +12049,2016,322,64434.78571428572,47346.5,0.9515422552334153,1.0,322,1.0 +01013,2014,128,117060.9375,57350.0,1.0,1.0,128,1.0 +09013,2018,1697,156911.7619328226,140670.0,,,, +12071,2020,33608,194955.69379314448,144600.0,0.9430779493530097,1.0,33608,1.0 +05109,2014,26,9979.615384615385,6340.0,0.19312423540637408,0.2,26,1.0 +01007,2015,104,11955.192307692309,8950.0,0.11335817339330566,0.10016550810989738,104,1.0 +05111,2017,186,14707.956989247312,11850.0,0.19999999999999993,0.2,186,1.0 +01067,2022,1075,32136.04930232558,25877.0,0.1971173724121417,0.2,1075,1.0 +05141,2014,207,15470.014492753624,11510.0,0.18500584822346156,0.2,207,1.0 +02130,2017,167,225898.20359281436,221500.0,0.9165247880546513,1.0,167,1.0 +08061,2020,16,4570.0,4015.0,,,, +12005,2017,7532,142499.94423791821,114497.0,0.9726165231467797,1.0,7529,0.9996016994158258 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+12075,2018,1048,66862.33015267176,47078.0,0.932506705123115,1.0,1048,1.0 +01059,2019,319,16470.82131661442,13180.0,0.158620691255788,0.2,319,1.0 +06075,2016,6244,976626.2411915439,657853.0,,,, +08083,2017,393,14252.468193384224,12030.0,0.1010974573081639,0.0830869636501145,393,1.0 +01029,2014,54,99707.77777777778,87940.0,1.0,1.0,54,1.0 +05117,2019,72,12757.777777777777,9405.0,0.19999999999999973,0.2,72,1.0 +06103,2019,1288,163103.6902173913,140124.0,,,, +05115,2019,1099,23137.595996360327,20740.0,0.1999999999999964,0.2,1099,1.0 +06037,2021,95147,709592.0887889266,449610.0,,,, +06091,2016,74,178202.86486486485,136036.5,,,, +01079,2020,4,5020.0,5020.0,0.20047923322683706,0.20047923322683706,4,1.0 +08007,2022,491,20969.348268839105,18050.0,0.07980368151559987,0.06950013365410318,491,1.0 +08041,2016,19201,18017.70741107234,14780.0,,,, +06077,2016,10783,219857.78234257628,187552.0,,,, +05141,2023,452,21497.278761061945,12765.0,0.20000000000000165,0.2,452,1.0 +06057,2017,2687,341736.175660588,290404.0,,,, +01007,2017,122,11053.77049180328,9870.0,0.11454267494657365,0.10011944994063167,122,1.0 +08019,2020,299,28127.591973244147,22510.0,0.07730763706080689,0.07150068969440139,299,1.0 +08059,2023,9315,40443.850885668275,34650.0,0.07216256366212374,0.060879486617374495,9315,1.0 +12003,2019,362,107369.55248618785,103311.5,0.9257841719160566,1.0,362,1.0 +12041,2013,217,61100.6267281106,48128.0,0.9845284022314906,1.0,217,1.0 +05113,2020,462,16016.883116883117,13590.0,0.20000000000000168,0.2,462,1.0 +01041,2016,96,8645.416666666666,7960.0,0.1516162712361607,0.1929949936038156,96,1.0 +06023,2016,1755,205495.19202279203,186395.0,,,, +01099,2022,441,17603.62811791383,13620.0,0.12990764712563657,0.10009392191064001,441,1.0 +08014,2014,1517,19197.72577455504,16530.0,,,, +05093,2021,415,16521.906024096384,14521.0,,,, +01117,2015,5003,23485.196881870877,19120.0,0.13667910377890682,0.1000589970501475,5003,1.0 +06009,2022,1182,282318.30541455164,251597.0,,,, +01039,2015,27,2509.6296296296296,2360.0,0.058574008145340944,0.058519793459552494,27,1.0 +05033,2019,1198,19357.66444073456,16445.0,0.19999997888376655,0.2,1198,1.0 +08033,2017,16,10664.8125,8608.0,0.09275149290243159,0.07959991645371245,16,1.0 +06065,2019,45176,325925.7405923499,265000.0,,,, +01113,2015,5,16167.4,15978.0,0.16000194765897305,0.2,5,1.0 +05029,2020,382,16238.71727748691,13510.0,0.20000000000000143,0.2,382,1.0 +08087,2014,436,10407.752293577982,9265.0,0.0929017627843135,0.07959495148733581,436,1.0 +08003,2013,210,11091.861904761905,10389.0,0.12169255708388015,0.07960115482742336,210,1.0 +05039,2018,77,10322.337662337663,7650.0,0.1999999999999997,0.2,77,1.0 +06109,2023,34,301953.32352941175,314301.5,,,, +08055,2020,207,8523.019323671497,6566.0,0.07838816223802539,0.07150024704438139,207,1.0 +05089,2012,64,8747.96875,6500.0,0.18460894730022603,0.2,64,1.0 +04005,2024,1,9726.0,9726.0,0.09999588748149367,0.09999588748149367,1,1.0 +05079,2014,70,9899.328571428572,6570.0,,,, +05123,2016,203,13495.738916256158,9785.0,,,, +01053,2017,133,13186.165413533834,11460.0,0.13605613374659162,0.10023255813953488,133,1.0 +04001,2018,360,7916.263888888889,6076.5,0.0899737128724209,0.08562167914584322,360,1.0 +05031,2018,2034,28343.938053097347,24785.0,0.19999999999999285,0.2,2034,1.0 +01089,2015,5880,20671.108843537415,15330.0,0.14167535833557124,0.10028735869466487,5880,1.0 +02122,2016,699,191985.12160228897,185200.0,1.0,1.0,699,1.0 +12037,2016,670,174418.92835820894,105386.5,0.9758310734661358,1.0,670,1.0 +04021,2022,15080,13640.212334217507,14031.0,0.11563214037706666,0.10000184297058404,15080,1.0 +01047,2017,233,12359.828326180257,9880.0,0.14971662284506657,0.1472,233,1.0 +05127,2013,110,12513.0,7910.0,0.19835916584003616,0.2,110,1.0 +12081,2020,14190,219972.3918957012,166483.5,0.9372002790470323,1.0,14190,1.0 +11001,2016,8207,604590.9685634215,429930.0,1.0,1.0,8207,1.0 +05035,2017,570,22944.877192982458,20460.0,0.2000000000000019,0.2,570,1.0 +05145,2019,1435,21809.853658536584,18060.0,0.19999999999999463,0.2,1435,1.0 +06111,2014,8897,393634.9616724739,326076.0,,,, +05115,2023,962,25785.2525987526,22055.0,0.1999999999999975,0.2,962,1.0 +12083,2016,16690,88259.88220491313,69659.5,0.9220391485191898,0.9863816279637996,16690,1.0 +06007,2015,3233,193324.34704608723,169058.0,,,, +12031,2016,26959,138528.55588115286,95000.0,0.934995086674378,1.0,26959,1.0 +01011,2017,13,10947.692307692309,11840.0,0.1387629654233596,0.14593577369028107,13,1.0 +05121,2020,326,16964.41717791411,13067.5,0.20000000000000118,0.2,326,1.0 +05143,2016,4068,29318.667649950836,24220.0,0.2000000000000118,0.2,4068,1.0 +05031,2020,2770,27067.02274368231,22260.0,0.19999999999999601,0.2,2770,1.0 +05133,2023,66,21425.454545454544,17415.0,0.19999999999999976,0.2,66,1.0 +08059,2016,13068,25397.600168350167,21587.0,0.0992100140363412,0.07960027986493474,13068,1.0 +12023,2015,990,90504.71717171717,68383.0,0.983926768165726,1.0,990,1.0 +01109,2016,280,13653.785714285714,12110.0,0.12324862910642823,0.10004925041159976,280,1.0 +08023,2018,45,6731.511111111111,6360.0,0.12667291758215907,0.07200090368250621,45,1.0 +01029,2020,13,31120.30769230769,19088.0,0.2,0.2,13,1.0 +05117,2022,95,12408.947368421053,10300.0,0.19999999999999962,0.2,95,1.0 +12031,2021,30530,206276.58352440223,128550.0,0.9290721838173981,1.0,30444,0.9971830985915493 +08073,2022,98,9648.010204081633,9311.0,0.08111870928580049,0.06950019726605344,98,1.0 +12077,2017,88,59424.65909090909,45260.5,0.9555277287709153,1.0,88,1.0 +12027,2022,52,130218.23076923077,121283.5,0.8902329999549494,1.0,52,1.0 +01047,2013,176,11252.386363636364,8880.0,0.15455187398730555,0.2,176,1.0 +06055,2016,1746,478165.8825887743,370882.0,,,, +08039,2016,663,22720.150829562594,21780.0,,,, +08123,2020,9126,20228.385930309007,20340.0,0.11788783127431697,0.0715073618446148,9126,1.0 +01011,2018,6,8353.333333333334,7270.0,0.13467723235873907,0.10400004914669059,6,1.0 +01121,2021,1922,15124.510926118626,12140.0,0.13789775447947264,0.1,1922,1.0 +02110,2017,414,342321.6570048309,327900.0,1.0,1.0,414,1.0 +06015,2020,389,193448.5938303342,166519.0,,,, +04001,2017,390,6819.423076923077,5535.0,,,, +12067,2021,83,80332.6265060241,73407.0,0.9124109065567201,0.9594933883836412,83,1.0 +01007,2020,224,10785.80357142857,9500.0,0.10840482724466127,0.10010298661174047,224,1.0 +05007,2019,8112,33808.5934418146,27360.0,0.20000000000002857,0.2,8112,1.0 +06085,2020,16241,817048.650514131,642029.0,,,, +06013,2020,425,308490.02352941176,162000.0,,,, +05083,2022,219,16818.812785388127,12440.0,0.20000000000000037,0.2,219,1.0 +01091,2020,169,13045.207100591717,11620.0,0.11849448367352296,0.10007713073659853,169,1.0 +08059,2017,12827,29010.03937007874,24339.0,0.08396145344332577,0.07200007899076137,12827,1.0 +06089,2017,3437,199164.51672970614,173910.0,,,, +05059,2021,541,19015.878003696856,14415.0,0.20000000000000184,0.2,541,1.0 +05083,2014,66,11121.818181818182,9285.0,0.19493228323664455,0.2,66,1.0 +08099,2022,97,54404.64948453608,40309.0,0.4999908109940756,0.49999709452666935,97,1.0 +06039,2022,2621,183531.9042350248,150239.0,,,, +06079,2014,4117,339603.7920816128,300000.0,,,, +01055,2013,903,13683.898117386489,11740.0,0.14182303684622538,0.10031580902842281,903,1.0 +05053,2012,171,16378.070175438597,12730.0,0.19163843074394787,0.2,171,1.0 +01027,2021,191,15982.193717277487,12630.0,0.16125654450261773,0.2,191,1.0 +01021,2019,1222,18311.613747954172,13310.0,0.14880050224134836,0.12834449820473404,1222,1.0 +01033,2021,1356,17311.961651917405,12700.0,0.12415479425566911,0.10003470438225477,1356,1.0 +01091,2022,413,14783.825665859564,11460.0,0.12693836542285564,0.10016659725114535,413,1.0 +02180,2017,30,267930.0,267750.0,,,, +05041,2022,229,16621.528384279474,14140.0,0.20000000000000048,0.2,229,1.0 +05131,2023,1823,25722.613274821724,19920.0,0.19999999999999335,0.2,1823,1.0 +06003,2014,51,376719.09803921566,318455.0,,,, +01009,2013,503,15051.68986083499,12520.0,0.13314858871755,0.10025062656641603,503,1.0 +06069,2015,777,336451.74774774775,309140.0,,,, +08053,2021,2,6695.0,6695.0,0.07174047954866009,0.07174047954866009,2,1.0 +05147,2022,46,13151.739130434782,10315.0,0.19999999999999998,0.2,46,1.0 +05007,2021,9173,41423.75449689305,36830.0,0.20000000000003051,0.2,9173,1.0 +05055,2018,915,18167.748633879783,15200.0,0.19999999999999798,0.2,915,1.0 +10003,2014,6133,68984.16761780532,58100.0,,,, +12021,2018,15244,364999.5842954605,203952.5,0.8891060441810565,1.0,15244,1.0 +09003,2022,13580,159092.38394698084,139650.0,,,, +10003,2022,5067,67927.7481744622,58300.0,0.2515768919374398,0.23311213204015654,4749,0.9372409709887507 +06115,2019,1691,184820.10644589,173000.0,,,, +08001,2019,10738,27403.07412926057,23630.0,0.0941291098528171,0.07150203370019283,10738,1.0 +01003,2014,5616,33324.79344729345,19450.0,0.15110427653804018,0.2,5616,1.0 +10005,2015,4100,23711.231707317074,22250.0,0.5,0.5,4100,1.0 +04011,2023,65,7818.415384615385,5107.0,0.10308309466058525,0.10000253684771303,65,1.0 +05099,2021,126,9488.253968253968,5825.0,0.19999999999999954,0.2,126,1.0 +06075,2018,6446,1110298.6116971765,780300.0,,,, +01125,2021,4720,43407.101694915254,34140.0,0.19991525423730458,0.2,4720,1.0 +01133,2016,468,141431.06837606838,93640.0,1.0,1.0,468,1.0 +08063,2018,93,8512.021505376344,6546.0,0.08491936610123324,0.07200062203561154,93,1.0 +09011,2023,2831,190783.16672553867,158130.0,,,, +01127,2020,859,15390.896391152502,11720.0,,,, +02180,2012,24,190479.16666666666,183950.0,,,, +12071,2016,26987,173719.34364694112,127167.0,0.9998380997805156,1.0,26987,1.0 +08125,2016,123,9050.650406504064,8040.0,,,, +12059,2018,169,59393.36686390533,54471.0,,,, +05119,2023,6125,38853.22008163265,28349.0,0.2000000000000231,0.2,6125,1.0 +08115,2022,61,6519.016393442623,5580.0,2.120470968059107,0.946031746031746,61,1.0 +01131,2022,304,21049.782894736843,13349.0,0.1565789473684217,0.2,304,1.0 +08081,2016,217,14340.967741935483,11180.0,0.08206622194864112,0.07960959936620415,217,1.0 +06105,2021,373,200615.86327077748,166709.0,,,, +01105,2014,7,7931.428571428572,6400.0,0.15730270161802032,0.19988361943555427,7,1.0 +01093,2016,473,11582.029598308669,9620.0,0.14505099256016254,0.10200364298724955,473,1.0 +06029,2016,13303,159397.86484251672,135030.0,,,, +06091,2021,80,219133.6,165292.5,,,, +05097,2015,8,11316.25,3295.0,,,, +01087,2018,2,8350.0,8350.0,0.0998999184651202,0.0998999184651202,2,1.0 +06013,2019,15717,520969.18203219445,414791.0,,,, +01099,2017,240,20128.6,16468.0,0.2000000000000006,0.2,240,1.0 +05137,2021,283,22542.014134275618,19220.0,0.20000000000000093,0.2,283,1.0 +01125,2018,4062,27689.906450024617,18580.0,0.1426669317465568,0.1034225113527012,4062,1.0 +01131,2016,8,13218.25,13567.5,0.125,0.1,8,1.0 +05013,2022,60,9856.666666666666,9030.0,0.19999999999999982,0.2,60,1.0 +06031,2023,1299,213014.55042340263,198887.0,,,, +06043,2019,370,191068.06216216215,170426.0,,,, +06093,2019,1002,144831.44211576847,119089.0,,,, +04005,2015,2673,19343.9670781893,16133.0,0.10907279673294,0.1000008418996624,2673,1.0 +06087,2017,2654,519165.02260738506,433148.5,,,, +01035,2014,70,64605.97142857143,55370.0,1.0,1.0,70,1.0 +06115,2015,1472,145285.5754076087,149442.5,,,, +08101,2015,6340,10608.699369085174,9273.0,0.08766021437548853,0.07959956580969477,6340,1.0 +01097,2016,6565,20983.38309215537,14580.0,0.1527757768780952,0.2,6565,1.0 +05105,2021,76,16631.184210526317,12575.0,0.1999999999999997,0.2,76,1.0 +05045,2022,1754,33591.778791334094,29995.0,,,, +06053,2017,4270,470695.68032786885,304189.5,,,, +06107,2016,5349,138751.44269957,123691.0,,,, +05107,2020,280,8983.94642857143,5725.0,0.20000000000000093,0.2,280,1.0 +05123,2023,264,14187.954545454546,9750.0,0.2000000000000008,0.2,264,1.0 +08031,2022,1761,34341.87961385577,28340.0,0.06949387222795862,0.06949933831972321,1760,0.9994321408290744 +09013,2016,1591,162246.0615964802,151400.0,,,, +08103,2018,138,13304.710144927536,11110.0,0.09247740763153221,0.07200740194863359,138,1.0 +12055,2022,2979,131886.35918093318,108691.0,0.8585206606139418,1.0,2979,1.0 +01027,2017,156,13595.064102564103,11936.0,0.16730769230769216,0.2,156,1.0 +08115,2018,41,6015.8536585365855,3880.0,0.08327437307057935,0.07201889020070838,41,1.0 +09009,2020,12313,168793.85608706245,139730.0,,,, +08065,2021,246,21195.69512195122,19957.0,0.10037604843495687,0.07150054349999824,246,1.0 +04013,2021,129339,31045.82878327496,20920.0,0.10777157089787588,0.1,129339,1.0 +06027,2015,179,206165.3966480447,184644.0,,,, +06001,2019,17062,581187.8116867894,463273.0,,,, +06103,2023,808,219497.83787128713,182295.5,,,, +06073,2017,42838,477998.8190158271,354474.0,,,, +01039,2023,601,18835.214642262894,14922.0,0.1465890183028288,0.1,601,1.0 +06063,2018,601,229032.34775374376,182488.0,,,, +05057,2019,273,13341.355311355312,9810.0,0.20000000000000087,0.2,273,1.0 +08053,2019,1,1790.0,1790.0,0.07140007977662545,0.07140007977662545,1,1.0 +02230,2021,8,388937.5,426750.0,1.0,1.0,8,1.0 +05039,2020,79,11762.151898734177,10640.0,0.1999999999999997,0.2,79,1.0 +05089,2021,603,25122.437810945274,21280.0,0.20000000000000195,0.2,603,1.0 +06097,2020,7306,487815.6304407336,412963.0,,,, +05009,2017,586,21647.030716723548,19120.0,0.20000000000000193,0.2,586,1.0 +06071,2019,30519,261879.29584848782,211711.0,,,, +12049,2019,272,74739.75367647059,60106.0,0.9159920073118979,1.0,272,1.0 +01081,2019,3515,24503.24893314367,18352.0,0.15101115932124956,0.2,3515,1.0 +08025,2020,53,6083.33962264151,5224.0,0.10037185738765461,0.07150617681381032,53,1.0 +05075,2015,228,10942.456140350878,9450.0,,,, +05085,2023,1060,27406.132075471698,25885.0,0.1999999999999967,0.2,1060,1.0 +05019,2022,405,17805.827160493827,13950.0,0.2000000000000015,0.2,405,1.0 +01019,2021,754,11378.275862068966,7970.0,,,, +06023,2023,1263,262129.19556611244,242592.0,,,, +02130,2020,166,270576.5060240964,269400.0,0.9478126907358292,1.0,166,1.0 +06035,2022,553,166028.52079566004,138634.0,,,, +08057,2017,32,8177.15625,6900.0,0.07883586165761917,0.07201193143161388,32,1.0 +05125,2016,2267,27590.97926775474,25330.0,,,, +05023,2015,472,24517.851694915254,19501.0,,,, +05071,2013,90,14704.888888888889,12285.0,0.19999999999999965,0.2,90,1.0 +05141,2021,582,16528.07560137457,12885.0,0.20000000000000193,0.2,582,1.0 +08123,2014,6752,11378.939573459716,10465.0,,,, +06015,2021,472,239485.53601694916,167976.0,,,, +05033,2022,1284,20763.01401869159,16900.0,0.19999999999999532,0.2,1284,1.0 +01121,2022,1730,16559.56069364162,12620.0,0.13239767570515174,0.1,1729,0.999421965317919 +01041,2019,5,18076.0,13760.0,0.14860686958232616,0.1870039157582813,5,1.0 +01045,2014,479,11087.473903966596,9380.0,0.13018286790549324,0.10011214191049037,479,1.0 +06001,2015,17856,439874.1932683692,358647.0,,,, +12001,2013,5249,127542.16041150695,85500.0,0.9922075384070314,1.0,5249,1.0 +05069,2015,557,14824.88330341113,10710.0,,,, +09003,2016,11233,160422.75518561382,136150.0,,,, +05141,2022,502,17374.302788844623,12940.0,0.20000000000000176,0.2,502,1.0 +04023,2023,494,19008.676113360325,15523.0,0.1024574520413319,0.10000049728809685,494,1.0 +12031,2018,21980,165656.41069153775,110250.0,0.9385916177001911,1.0,21980,1.0 +01117,2022,5116,31148.462861610635,26390.0,0.11534367021133328,0.10003052503336929,5116,1.0 +12055,2021,3609,111672.54391798282,94775.0,0.9043055686323691,1.0,3609,1.0 +08051,2021,837,46737.3357228196,30250.0,0.08408639049800726,0.07150068969440139,837,1.0 +12015,2020,10025,149888.18992518703,122079.0,0.9347205461363255,1.0,10023,0.9998004987531172 +05067,2012,33,7084.757575757576,4991.0,0.1972283094373865,0.2,33,1.0 +01039,2021,657,13520.173515981734,11525.0,0.12473404866187769,0.1,657,1.0 +08043,2019,1143,13429.59930008749,11940.0,0.09811361896446581,0.07150131569322873,1143,1.0 +06093,2022,934,213956.59850107066,158524.0,,,, +02100,2021,27,166511.11111111112,160000.0,1.0,1.0,27,1.0 +01079,2013,252,12221.587301587302,10280.0,0.13492113162581448,0.10014160068028924,252,1.0 +05005,2022,1660,32261.44578313253,28080.0,0.1999999999999938,0.2,1660,1.0 +05089,2017,340,17834.5,15415.0,0.20000000000000126,0.2,340,1.0 +06089,2015,3176,183837.72292191436,160000.0,,,, +11001,2017,9334,748554.193164774,447645.0,1.0,1.0,9334,1.0 +05115,2016,808,20796.84405940594,18390.0,0.19004417039162322,0.2,808,1.0 +02195,2022,24,196587.5,188750.0,1.0,1.0,24,1.0 +05073,2022,86,13001.627906976744,10255.0,0.19999999999999965,0.2,86,1.0 +02122,2017,669,209882.8101644245,198400.0,1.0,1.0,669,1.0 +02170,2015,576,215289.30208333334,207700.0,,,, +01105,2021,8,71702.5,12210.0,0.12499514805621895,0.10011814614617065,8,1.0 +08063,2016,32,9337.15625,9209.5,0.08157394456114596,0.07959972617366226,32,1.0 +06071,2015,29245,225678.296597709,170000.0,,,, +08111,2016,19,21476.78947368421,18928.0,0.10174776238311915,0.07960070984915706,19,1.0 +06113,2016,2550,295739.78588235297,246491.0,,,, +05141,2020,490,16701.26530612245,12930.0,0.20000000000000173,0.2,490,1.0 +09001,2022,13168,435792.5975850547,273910.0,,,, +04005,2021,3273,31883.194622670333,25398.0,0.10519057242939131,0.10000067137073763,3271,0.9993889398105713 +12077,2023,93,67135.66666666667,42075.0,0.9346441404204604,1.0,93,1.0 +01043,2016,9,16402.222222222223,9740.0,0.12231395102341797,0.10012269938650306,9,1.0 +05031,2021,2751,28155.764812795347,23830.0,0.19999999999999568,0.2,2751,1.0 +01085,2020,65,17266.76923076923,10020.0,0.11770809303858826,0.10006583278472679,65,1.0 +12079,2021,235,86771.2,66707.0,0.9172574453158737,1.0,234,0.9957446808510638 +08109,2022,156,9705.294871794871,6737.0,0.09531532159716535,0.07150200285614121,156,1.0 +02261,2019,49,229248.97959183675,200800.0,1.0,1.0,49,1.0 +01109,2018,338,20194.970414201183,12910.0,0.13333912168947964,0.10005630177752754,338,1.0 +06069,2014,720,306614.1222222222,289569.0,,,, +01025,2022,267,20259.475655430713,17720.0,0.20000000000000082,0.2,267,1.0 +05075,2019,288,11530.208333333334,9995.0,0.20000000000000095,0.2,288,1.0 +05119,2017,7325,36484.10293515358,26060.0,0.20000000000002677,0.2,7325,1.0 +12079,2019,180,69645.50555555556,49817.5,0.9238875678949747,1.0,180,1.0 +12075,2016,1518,62089.5,47607.0,0.9837478330644539,1.0,1518,1.0 +06109,2018,1396,211119.53080229225,187212.5,,,, +05007,2018,7933,31634.50623975797,25910.0,0.20000000000002818,0.2,7933,1.0 +01011,2019,13,12293.846153846154,9960.0,0.13518859072108572,0.10036188178528348,13,1.0 +06099,2014,6206,171303.89494038027,154500.0,,,, +12043,2016,151,59253.21854304636,51404.0,0.9889492947701009,1.0,151,1.0 +06047,2019,3794,165027.57301001583,142929.5,,,, +02150,2019,132,295873.48484848486,307400.0,,,, +06019,2023,7996,272210.50275137566,232272.5,,,, +08007,2017,575,17249.478260869564,14220.0,0.13064294894536002,0.07201078437519594,575,1.0 +01057,2014,165,9308.969696969696,7800.0,0.13288935349975498,0.10046948356807511,165,1.0 +08021,2020,104,12379.39423076923,9117.5,0.0997735130460656,0.07150130455434522,104,1.0 +06031,2018,1816,175304.53028634362,153564.0,,,, +01033,2019,2833,14575.912460289446,11660.0,0.12186921457930167,0.10003705075954057,2830,0.9989410518884575 +05067,2022,308,11791.493506493507,8575.0,0.2000000000000011,0.2,308,1.0 +06073,2021,47946,603615.625599633,432482.5,,,, +05131,2020,2608,27462.07055214724,23225.0,0.19999999999999293,0.2,2608,1.0 +02230,2020,4,277125.0,260050.0,1.0,1.0,4,1.0 +08019,2019,265,23917.622641509435,20350.0,0.0756858727081475,0.07150205761316872,265,1.0 +05139,2014,126,15013.63492063492,9305.0,,,, +05069,2017,870,15746.218390804597,10405.0,,,, 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+08047,2020,201,25924.67661691542,23890.0,0.08823211363388608,0.07150107854333207,201,1.0 +06109,2021,1959,234431.20775906075,211006.0,,,, +08017,2022,11,6312.545454545455,4502.0,0.11785707368984616,0.07959906805164547,11,1.0 +05039,2015,51,10286.470588235294,6880.0,0.19875055649485596,0.2,51,1.0 +08005,2019,15311,31217.12572660179,24918.0,0.08854357743556894,0.0715006711409396,15311,1.0 +06099,2020,6674,254083.54000599342,230000.0,,,, +08079,2022,44,14758.545454545454,13086.0,0.06951179572910035,0.06950085619677895,44,1.0 +08081,2022,334,12282.688622754491,11320.0,0.06968132301325893,0.06950123704606981,334,1.0 +12057,2019,34619,192106.22357664866,128571.0,0.9103305474926723,1.0,34619,1.0 +06107,2017,5214,151829.24395857306,125000.0,,,, +09009,2012,256,151891.6015625,147390.0,,,, +06057,2020,2949,434479.6103763988,365943.0,,,, +01043,2019,2109,16408.91417733523,12740.0,0.12982704290724822,0.1001418439716312,2109,1.0 +05091,2023,671,19319.40387481371,14790.0,0.20000000000000137,0.2,671,1.0 +12007,2016,601,77830.16638935108,60438.0,0.9633878164322736,1.0,601,1.0 +01063,2014,13,7815.384615384615,6640.0,0.10894791116727584,0.1,13,1.0 +08081,2018,296,11132.297297297297,10820.0,0.07754572288869621,0.07199601649165824,296,1.0 +06047,2016,3612,135245.77713178293,126452.0,,,, +08059,2019,11945,32447.547090832984,27577.0,0.08127899769089318,0.0715000673148403,11945,1.0 +12041,2022,309,113331.4142394822,91750.0,0.8573464440879877,1.0,309,1.0 +10003,2023,1478,77119.41813261164,53150.0,,,, +01053,2020,60,13095.0,13260.0,0.1336871107816023,0.10503411157271605,60,1.0 +08025,2014,56,4627.982142857143,3295.0,0.08288632733374955,0.07964630257797771,56,1.0 +01097,2023,8393,20187.190515906113,14540.0,0.14232098177053298,0.1,8393,1.0 +01009,2022,1198,18798.547579298833,15880.0,0.11543985916542791,0.10006099489198007,1198,1.0 +01113,2016,82,16206.585365853658,14480.0,0.14897165808501386,0.14993998179233997,82,1.0 +06027,2023,158,302310.8101265823,266342.5,,,, +09005,2018,2722,193334.32402645113,148505.0,,,, +12079,2014,151,49394.834437086094,42192.0,0.9267223255253627,1.0,151,1.0 +01119,2021,26,20633.46153846154,14025.0,0.18076923076923082,0.2,26,1.0 +09013,2017,1648,156416.4745145631,140260.0,,,, +06039,2014,1593,149802.8223477715,135361.0,,,, +08081,2013,157,13226.496815286624,11970.0,0.08504280494338577,0.0796117235411415,157,1.0 +12067,2022,65,91571.4923076923,78684.0,0.908025409665882,1.0,65,1.0 +06037,2014,77919,437948.68073255563,300490.0,,,, +01119,2018,110,22148.71818181818,12540.0,0.18636363636363606,0.2,110,1.0 +06021,2023,209,192175.55502392346,170501.0,,,, +11001,2015,6882,537290.3818657367,401395.0,1.0,1.0,6882,1.0 +05103,2016,83,12942.650602409638,9110.0,,,, +10001,2017,3373,36844.61903350133,38000.0,1.0117685966774947,1.0,3351,0.9934776163652534 +08037,2022,1751,88932.5813820674,44410.0,0.07347682554549374,0.06950024016418498,1751,1.0 +09009,2015,9410,166781.96652497342,138565.0,,,, +05013,2014,39,10406.666666666666,9760.0,0.19704282499670134,0.2,39,1.0 +08097,2017,668,183563.81736526947,80715.0,0.07958047330952231,0.072,668,1.0 +05019,2017,135,19228.222222222223,18000.0,0.19999999999999954,0.2,135,1.0 +05039,2013,70,9203.57142857143,7370.0,0.1971793479796676,0.2,70,1.0 +02100,2023,16,277818.75,275650.0,1.0,1.0,16,1.0 +05005,2014,178,19698.595505617977,17940.0,,,, +05067,2019,259,11421.698841698842,8340.0,0.20000000000000076,0.2,259,1.0 +08123,2022,8332,34256.05376860298,32320.0,0.06805542068107827,0.0676505843234278,8332,1.0 +05027,2016,249,18125.301204819276,14000.0,0.20000000000000068,0.2,249,1.0 +01127,2022,1700,19315.558823529413,13435.0,0.1388235294117606,0.1,1700,1.0 +05139,2016,154,20520.025974025975,14535.0,,,, +01133,2022,1674,27801.911589008363,15280.0,0.16818310155173996,0.19993887026134188,1674,1.0 +05075,2022,276,12135.434782608696,10195.0,0.2000000000000009,0.2,276,1.0 +05121,2018,293,15903.856655290103,12040.0,0.200000000000001,0.2,293,1.0 +06069,2018,1203,300848.4663341646,275003.0,,,, +08017,2019,31,6049.903225806452,4855.0,0.08638837807546645,0.07960085095828205,31,1.0 +06023,2015,1561,208808.43561819347,178221.0,,,, +05127,2014,139,10740.863309352519,7550.0,0.19710921280727992,0.2,139,1.0 +12011,2020,39920,284910.3494488978,200290.0,0.8754485600367538,1.0,39920,1.0 +05007,2017,7500,30400.102666666666,26040.0,,,, +01063,2013,22,6709.090909090909,5180.0,0.12283096135609356,0.10014601126428233,22,1.0 +06093,2017,999,146783.86986986987,124440.0,,,, +05003,2023,282,17493.297872340427,13895.0,0.20000000000000093,0.2,282,1.0 +01015,2017,1892,15876.15221987315,12860.0,0.1412867862487913,0.10012237406179053,1892,1.0 +02195,2018,29,206506.89655172414,195500.0,,,, +02230,2017,6,274783.3333333333,267100.0,,,, +02110,2022,481,408954.948024948,391100.0,1.0,1.0,481,1.0 +04001,2016,702,8162.413105413106,5804.0,0.16817588417719845,0.1,702,1.0 +08115,2020,39,7759.615384615385,6050.0,0.0771323805950064,0.07150939126499208,39,1.0 +09001,2016,10678,381725.29172129615,241120.0,,,, +01027,2014,134,78295.67164179105,48920.0,0.9971863961108031,1.0,134,1.0 +12083,2020,13837,89600.49678398497,69885.0,0.9359947728388429,1.0,13837,1.0 +06089,2019,3713,215141.96256396445,189979.0,,,, +02150,2023,96,333918.75,354250.0,1.0,1.0,96,1.0 +08021,2018,105,13794.714285714286,8446.0,0.10198361951322356,0.07200111576598388,105,1.0 +08115,2013,49,6148.9795918367345,3890.0,0.08761003837421283,0.07962217311010869,49,1.0 +12017,2018,5946,97816.41826437942,80331.0,1.0,1.0,5917,0.9951227716111671 +01107,2022,142,10830.704225352112,9180.0,0.1443585590240449,0.10078534031413612,142,1.0 +12007,2017,474,78428.49578059072,63908.0,0.9757447102395954,1.0,474,1.0 +01069,2018,1785,17007.719887955183,14320.0,0.15265798509632889,0.2,1785,1.0 +05067,2015,195,9548.102564102564,7110.0,0.18920978928543783,0.2,195,1.0 +01047,2016,107,14070.841121495327,9860.0,0.1528636137062055,0.2,107,1.0 +06061,2017,10157,356256.5471103672,302393.0,,,, +06111,2016,10271,467789.89212345437,369000.0,,,, +05139,2018,253,23047.86561264822,16470.0,0.2000000000000007,0.2,253,1.0 +08099,2019,201,5649.895522388059,4741.0,0.07974271981211131,0.07149971664577287,201,1.0 +12085,2016,3094,216107.20555914674,140010.0,0.9126555215071225,1.0,3094,1.0 +08013,2019,6227,48067.03051228521,32297.0,0.08757096789464551,0.07150052283025445,6227,1.0 +05003,2014,80,12168.9375,9305.0,,,, +12051,2022,900,114936.15666666666,83803.5,0.8854145064269392,1.0,900,1.0 +01039,2016,33,2584.242424242424,1780.0,0.06338080293658867,0.056847545219638244,33,1.0 +12021,2021,23494,426614.1920915978,243649.5,0.9173296604783596,1.0,23441,0.9977441048778412 +01101,2021,5699,24514.28671696789,15660.0,0.14658843593284437,0.10014992503748125,5699,1.0 +08021,2013,53,8019.056603773585,6631.0,0.1140153948876469,0.07960125608548126,53,1.0 +06027,2021,253,271509.96837944665,255964.0,,,, +08043,2018,1130,11960.567256637169,10022.0,0.11148492742835876,0.11148492742835876,4,0.0035398230088495575 +12039,2020,555,74764.76396396397,58183.0,0.9632150627857082,1.0,555,1.0 +12053,2021,7422,117065.24373484236,104394.0,0.874762450702997,1.0,7420,0.9997305308542171 +05003,2019,192,12605.46875,9900.0,0.20000000000000004,0.2,192,1.0 +05145,2023,1009,23439.692765113974,18340.0,0.1999999999999971,0.2,1009,1.0 +01041,2022,4,16940.0,16940.0,0.10009792328932926,0.10009792328932926,4,1.0 +06035,2019,541,151172.84103512016,134990.0,,,, +12051,2014,584,56644.17808219178,46690.0,0.9809825935315173,1.0,584,1.0 +06015,2019,339,149409.65486725664,128404.0,,,, +06097,2016,7258,449322.32033618074,330453.0,,,, +08089,2014,233,6313.030042918455,4840.0,,,, +12067,2018,63,62420.142857142855,49840.0,0.9766323657221785,1.0,63,1.0 +01017,2013,256,13108.828125,9800.0,0.15210546847137857,0.19867867545562146,256,1.0 +06093,2014,762,122683.26640419947,101741.5,,,, +12033,2015,5929,113554.7680890538,85304.0,0.969304815509257,1.0,5929,1.0 +01003,2022,10831,49119.04717939249,32040.0,0.13823862144016588,0.1000726216412491,10831,1.0 +12069,2021,13600,173957.03955882354,139688.0,276.85912202034643,1.0,13600,1.0 +06059,2017,35266,613751.1216185561,445288.0,,,, +08047,2016,176,20932.954545454544,18125.0,0.10351201781550304,0.07960312691464101,176,1.0 +01031,2022,1588,17880.717884130983,15310.0,0.13822063918174704,0.10015318637098182,1588,1.0 +08107,2012,671,47793.59165424739,33380.0,0.08967173121340338,0.07960250683840588,671,1.0 +01073,2014,11241,22622.296948670046,16740.0,0.14820275254153337,0.1001132502831257,11241,1.0 +06039,2020,2703,185484.66629670735,163999.0,,,, +02122,2023,416,249896.39423076922,232550.0,1.0,1.0,416,1.0 +01031,2014,629,14330.143084260731,11760.0,0.13903975853617623,0.10019367333763718,629,1.0 +06061,2022,9542,432878.63833577867,354716.0,,,, +06021,2022,268,200972.52985074627,167737.5,,,, +05069,2020,962,17335.384615384617,11715.0,0.1999999999999975,0.2,962,1.0 +05035,2020,744,24773.93817204301,21490.0,0.20000000000000012,0.2,744,1.0 +06109,2017,1483,197451.60350640593,179313.0,,,, +08081,2021,361,14015.73407202216,12390.0,0.07270790191597432,0.07150183497661072,361,1.0 +05141,2017,337,15086.379821958457,11540.0,0.20000000000000123,0.2,337,1.0 +01075,2013,24,7143.333333333333,6130.0,0.14165185653509618,0.10485028277377373,24,1.0 +04015,2015,5988,10018.087174348697,8192.5,0.11320026873345453,0.10000272306590066,5988,1.0 +01103,2013,1686,15103.594306049821,12300.0,0.13417030318497603,0.1001457729045145,1686,1.0 +08023,2013,150,6100.613333333334,3318.0,0.15611202253081344,0.07961446282896253,150,1.0 +01031,2018,714,15885.29411764706,13480.0,0.14394142821005063,0.10027659635822642,714,1.0 +05047,2020,334,15213.08383233533,12770.0,0.20000000000000123,0.2,334,1.0 +05105,2018,163,14175.030674846626,11140.0,0.19999999999999954,0.2,163,1.0 +06105,2017,328,166467.78353658537,148420.5,,,, +06093,2015,884,121382.18552036199,97667.5,,,, +06015,2017,363,162684.48760330578,142979.0,,,, +08001,2016,10392,17615.69765204003,15065.0,,,, +05125,2015,2365,25485.289640591967,23640.0,,,, +12019,2015,4896,115112.24897875817,100394.0,0.9671073648769158,1.0,4896,1.0 +06111,2022,8573,576574.4511839496,481201.0,,,, +05051,2023,1788,44018.148769574946,32860.0,0.19999999999999343,0.2,1788,1.0 +05099,2019,93,10205.591397849463,7550.0,0.19999999999999962,0.2,93,1.0 +05003,2020,213,14960.291079812207,12280.0,0.19999974782831423,0.2,213,1.0 +05025,2014,51,11635.098039215687,8950.0,0.18926862551147064,0.2,51,1.0 +05119,2020,9162,31750.667321545516,24475.0,0.20000000000003051,0.2,9162,1.0 +02130,2023,104,267043.26923076925,267950.0,0.9325580413167103,1.0,104,1.0 +12061,2014,4971,169960.26554013276,88230.0,0.9719618725777907,1.0,4971,1.0 +01021,2018,635,19022.992125984252,14890.0,0.14803149606299223,0.1,635,1.0 +12041,2015,298,66772.87248322148,55788.5,0.9898255623298277,1.0,298,1.0 +12039,2021,548,87896.85218978103,62991.5,0.9336806439301346,1.0,548,1.0 +08025,2021,64,5641.875,5239.0,0.07827581472080414,0.07150292604178604,64,1.0 +10001,2018,3583,37854.060842869105,39300.0,,,, +06111,2020,10062,556455.9375869608,460000.0,,,, +08107,2016,978,36141.04294478527,25135.0,0.09565336984108844,0.07960133805357189,978,1.0 +05061,2017,154,15509.48051948052,11725.0,0.19999999999999948,0.2,154,1.0 +12035,2019,4598,143300.49565028274,124000.0,0.9352156519685709,1.0,4598,1.0 +08007,2015,490,17586.85714285714,13655.0,0.13013236185073287,0.07961840896713114,490,1.0 +02060,2015,1,200000.0,200000.0,1.0,1.0,1,1.0 +05075,2023,296,16448.077702702703,13803.0,0.200000000000001,0.2,296,1.0 +08025,2018,52,4059.923076923077,3320.0,0.07947075271280944,0.0719985035370887,52,1.0 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+05121,2015,197,12871.167512690356,10255.0,,,, +01013,2016,138,14404.782608695652,10410.0,0.13092146665285087,0.10022477472016811,138,1.0 +06095,2019,6967,314643.2493182144,291571.0,,,, +08125,2020,151,10192.119205298013,9965.0,0.08779692464911293,0.07959966811864759,151,1.0 +05101,2016,80,11603.725,11290.0,0.19781140597117033,0.2,80,1.0 +05081,2020,94,11878.829787234043,8415.0,0.19999999999999962,0.2,94,1.0 +08013,2020,6302,40980.59949222469,33255.0,0.08500024489338892,0.07150050567482047,6302,1.0 +08059,2018,12200,28858.69606557377,24175.5,0.08407613709253578,0.07200003841794887,12200,1.0 +01007,2018,193,10950.155440414508,10620.0,0.11083253822987303,0.100139470013947,193,1.0 +08097,2020,927,243366.08414239483,120480.0,0.0739477498201704,0.0715002526893365,927,1.0 +02220,2014,53,321343.3962264151,286000.0,,,, +05059,2018,442,16424.909502262442,12812.5,0.20000000000000162,0.2,442,1.0 +08095,2014,99,6544.848484848485,5490.0,0.08930344685727118,0.0795965279445569,99,1.0 +12031,2015,18109,134699.7596775084,98582.0,0.958325647419129,1.0,18109,1.0 +12073,2015,4498,150569.9359715429,114364.0,0.9728384683149017,1.0,4498,1.0 +02150,2021,170,311845.29411764705,315100.0,1.0,1.0,170,1.0 +01097,2022,9024,21506.073803191488,13845.0,0.13855274822695826,0.1,9024,1.0 +08007,2021,783,24602.822477650065,21280.0,0.089159245240244,0.07150428407384507,783,1.0 +08103,2021,208,17134.08653846154,12660.0,0.08085534488867732,0.06950519773227892,208,1.0 +12057,2013,25876,147517.69384758078,100324.5,0.9742525162230242,1.0,25876,1.0 +06019,2014,10777,166411.8281525471,131900.0,,,, +06099,2016,7329,191082.0940100969,176568.0,,,, +05133,2019,161,16450.993788819876,14830.0,0.19999999999999948,0.2,161,1.0 +06059,2014,31857,486189.060771573,375434.0,,,, +01037,2018,125,17160.64,10380.0,0.13797895323502782,0.10032362459546926,125,1.0 +12069,2020,11422,163767.72386622307,127018.5,331.97738497595077,1.0,11422,1.0 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+12049,2023,199,133973.91959798994,107609.0,0.8555387975774342,1.0,199,1.0 +08071,2013,196,9443.0,7908.5,0.09355246888822841,0.07959980591586294,196,1.0 +01071,2020,534,14752.734082397004,10930.0,0.12748506276223204,0.10015798419159763,534,1.0 +06043,2014,333,162991.22822822822,142080.0,,,, +02185,2020,6,200166.66666666666,218250.0,1.0,1.0,6,1.0 +05013,2017,30,11183.666666666666,10860.0,0.2000000000000001,0.2,30,1.0 +05007,2014,5951,24084.94370694001,19710.0,,,, +06067,2022,21699,365291.8457993456,299900.0,,,, +05017,2019,142,15261.901408450703,9770.0,0.1999999999999995,0.2,142,1.0 +05107,2017,241,8970.182572614109,7060.0,,,, +01027,2015,126,95464.76190476191,68020.0,,,, +01041,2014,101,11679.801980198019,7500.0,0.1482099110295695,0.14136125654450263,101,1.0 +12049,2015,267,60867.66292134832,46526.0,,,, +06111,2019,10017,508566.578217031,426000.0,,,, +08011,2016,40,5221.025,4250.0,,,, +05009,2015,431,20500.417633410674,17730.0,,,, +05077,2015,156,11681.538461538461,6705.0,0.2014196700110142,0.2,156,1.0 +05139,2015,43,16181.093023255815,12100.0,0.19674258680142986,0.2,43,1.0 +12051,2017,817,65954.12484700122,43589.0,0.9496464419206707,1.0,817,1.0 +08107,2017,1064,36353.81578947369,27620.0,0.09215184067345303,0.07200198832076041,1064,1.0 +01037,2017,62,19881.612903225807,13140.0,0.16432649678398267,0.2,62,1.0 +01019,2020,552,12426.340579710144,9840.0,0.1178628354494364,0.10002288249798114,552,1.0 +08061,2015,20,3602.5,2305.0,0.07960388919400055,0.07961474185432404,20,1.0 +01059,2013,209,12084.21052631579,10700.0,0.14278407773236285,0.10124610591900311,209,1.0 +05045,2016,3860,26358.528756476684,23480.0,0.18657408756537597,0.2,3657,0.9474093264248704 +04009,2023,432,12791.36574074074,11347.0,0.102548734959335,0.10000095412779259,432,1.0 +08061,2017,23,4803.913043478261,4490.0,0.08328339020667232,0.07201629589234446,23,1.0 +04017,2015,1961,9326.298827129016,7242.0,0.10683749971064593,0.09963305045272258,1961,1.0 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+12001,2017,5825,144015.88858369098,103100.0,0.938873905767973,1.0,5825,1.0 +06063,2019,609,231649.9277504105,196696.0,,,, +10001,2023,2369,41461.12283663993,39700.0,,,, +05015,2020,535,23522.841121495327,18900.0,0.20000000000000184,0.2,535,1.0 +06113,2022,2094,434412.5033428844,356981.5,,,, +01019,2019,2517,10946.706396503774,7920.0,,,, +05141,2013,218,14257.857798165138,11200.0,0.18477999898217987,0.2,218,1.0 +09015,2023,1112,156468.25539568346,136395.0,,,, +01001,2013,497,17644.86921529175,15200.0,0.1408796037008145,0.10015847860538828,141,0.2837022132796781 +06001,2020,16330,635390.2987140233,542045.5,,,, +01059,2015,383,10861.35770234987,8800.0,0.1347884692917348,0.10106382978723404,383,1.0 +05001,2014,182,15894.45054945055,13855.0,0.1860788678693147,0.2,182,1.0 +06107,2022,4837,190366.2402315485,153139.0,,,, +05121,2014,33,9332.575757575758,8575.0,,,, +05033,2018,1180,20707.542372881355,17815.0,0.19999999999999588,0.2,1180,1.0 +01009,2019,269,15729.219330855018,13900.0,0.11913795532632233,0.10005017561465128,269,1.0 +05019,2016,84,14756.07142857143,11645.0,,,, +01005,2020,577,16651.819757365683,13040.0,0.14191620033021307,0.10056497175141244,577,1.0 +01055,2016,1027,15999.844206426485,13260.0,0.14659023417442926,0.10024127172609693,860,0.8373904576436222 +01045,2016,217,14119.539170506912,11080.0,0.14150518949833518,0.10022685089709218,217,1.0 +12043,2022,326,96825.11042944786,82000.0,0.9119836882136471,1.0,326,1.0 +01049,2020,790,12192.278481012658,9680.0,0.13296506595195404,0.10020245517574822,790,1.0 +08003,2019,230,10966.621739130434,10159.0,0.11671697352898414,0.07150175308457787,230,1.0 +08103,2016,109,16168.80733944954,13540.0,0.09685727750353462,0.07960614152202937,109,1.0 +06061,2018,9590,413805.0600625652,320932.5,,,, +12017,2015,5526,79879.10278682591,62291.5,0.9731251153394157,1.0,5526,1.0 +06073,2018,40501,491106.1954272734,367199.0,,,, +04019,2023,17071,17823.57858356277,14839.0,0.08413693805492933,0.08139655980421086,17071,1.0 +05125,2021,3708,27979.241370010786,25345.0,0.20000000000000853,0.2,3708,1.0 +05137,2014,17,9496.470588235294,6810.0,0.20000000000000004,0.2,17,1.0 +05017,2013,127,10271.732283464567,5830.0,0.18696182641434547,0.2,127,1.0 +05039,2019,76,11036.447368421053,7920.0,0.1999999999999997,0.2,76,1.0 +05025,2023,89,13635.168539325843,10480.0,0.19999999999999965,0.2,89,1.0 +12021,2019,15869,358829.5639926902,208588.0,0.8991687851697323,1.0,15869,1.0 +01023,2016,29,68945.1724137931,54430.0,1.0,1.0,29,1.0 +01035,2016,38,10340.0,8610.0,0.14077252655201997,0.11019773722500834,38,1.0 +05057,2021,284,17010.323943661973,13395.0,0.20000000000000093,0.2,284,1.0 +05035,2018,621,22111.046698872786,20560.0,0.20000000000000198,0.2,621,1.0 +06089,2021,4333,242462.9136856681,212680.0,,,, +05005,2019,966,25860.325051759835,22050.0,0.19999999999999749,0.2,966,1.0 +05107,2013,25,7646.68,6290.0,,,, +06077,2020,11347,269300.59760289063,229600.0,,,, +08089,2018,277,5663.101083032491,4509.0,0.07299704495918072,0.07199875864209238,277,1.0 +12013,2014,110,70462.2,62687.5,0.9714311197417849,1.0,110,1.0 +12057,2018,34570,169254.9774949378,118428.0,0.906352317474682,1.0,34570,1.0 +08003,2017,240,10601.275,9224.5,0.1180386180997551,0.07200060556104654,240,1.0 +06011,2016,202,149181.91584158415,153048.5,,,, +06013,2015,17976,405018.1406319537,300323.5,,,, +01115,2017,2280,17754.657894736843,13520.0,0.12701101879862586,0.10011537353137515,2280,1.0 +05013,2021,69,12756.95652173913,10020.0,0.19999999999999976,0.2,69,1.0 +08005,2021,16013,35222.864172859554,27189.0,0.08978487412821431,0.06950108459869848,15915,0.9938799725223256 +06049,2015,117,103924.02564102564,74135.0,,,, +06073,2015,42350,433977.8151593861,322752.0,,,, +12021,2014,16265,284326.3330464187,147840.0,0.8798536940369238,1.0,16265,1.0 +01073,2015,12201,22415.579050897468,16840.0,0.14422720005136253,0.10008190008190009,12201,1.0 +05021,2019,266,16356.503759398496,8570.0,0.20000000000000082,0.2,266,1.0 +06047,2020,4167,172386.73242140628,152000.0,,,, +05101,2021,177,14475.762711864407,12220.0,0.1999999999999998,0.2,177,1.0 +01073,2021,17347,26851.931688476394,17250.0,0.13523952262103645,0.1,17347,1.0 +05035,2014,267,21553.445692883895,19790.0,0.19646386645565017,0.2,267,1.0 +05095,2020,69,12279.420289855072,7470.0,0.19999999999999976,0.2,69,1.0 +01111,2018,312,17045.25641025641,12280.0,0.13455434149283346,0.10007202063008602,312,1.0 +01053,2021,227,14572.246696035243,12780.0,0.13575179095033052,0.10012004801920768,227,1.0 +01077,2020,2256,18880.39893617021,14430.0,0.13724457122374248,0.10013966507690357,2256,1.0 +01109,2022,457,20361.13785557987,14580.0,0.12674831373372236,0.10009746588693957,457,1.0 +01051,2022,1599,30570.39524702939,22240.0,0.13927454659161592,0.1,1599,1.0 +01035,2022,132,10427.272727272728,8670.0,0.1299628636634439,0.10068449813913741,132,1.0 +01083,2017,2431,17946.886055121347,13840.0,0.13663598163567758,0.10009398496240601,2431,1.0 +04021,2019,15108,11477.676330420969,11912.5,0.11854066056681607,0.10000179525703405,15108,1.0 +05071,2021,439,19903.82687927107,17840.0,0.20000000000000162,0.2,439,1.0 +05107,2022,358,8372.329608938548,5930.0,0.19999997655253982,0.2,358,1.0 +06113,2015,2401,328581.9775093711,255000.0,,,, +05033,2017,995,19159.54773869347,17530.0,,,, +02100,2020,21,224357.14285714287,184300.0,1.0,1.0,21,1.0 +08029,2019,763,14374.3499344692,12091.0,0.10454335423988695,0.0715019001134665,763,1.0 +05063,2014,361,15386.97783933518,12050.0,,,, +08033,2018,43,15161.093023255815,12539.0,0.09427897572859285,0.07959996747703066,43,1.0 +01003,2015,5655,29569.301503094608,20280.0,0.1501106802179407,0.16568047337278108,5655,1.0 +01123,2018,176,233192.97727272726,160630.0,1.0,1.0,176,1.0 +05085,2021,2152,28054.637546468402,25730.0,0.19999999999999263,0.2,2152,1.0 +12047,2014,139,55018.69064748201,43440.0,0.9798536091255832,1.0,139,1.0 +05087,2018,279,15989.856630824373,13280.0,0.2000000000000009,0.2,279,1.0 +01091,2015,4,3515.0,2990.0,0.07667926636598298,0.06604705527486615,4,1.0 +06055,2018,1585,568530.687066246,440453.0,,,, +06033,2020,1051,211641.53187440534,186231.0,,,, +06077,2021,13286,275185.38363691105,231978.5,,,, +01019,2015,451,98403.77161862528,75260.0,,,, +05107,2016,267,9045.498127340825,6020.0,,,, +08093,2018,882,21822.04081632653,20590.0,0.10113373566858418,0.07150268495374232,882,1.0 +05105,2017,139,13980.0,10320.0,0.1999999999999995,0.2,139,1.0 +05075,2014,224,10507.857142857143,9150.0,,,, +08123,2017,7835,17525.701340140396,16400.0,0.1132616047464803,0.07200319459580876,7835,1.0 +08085,2015,1440,14921.875,13010.0,0.10152820073637772,0.0796106287818995,1440,1.0 +06069,2016,868,327800.10714285716,309213.0,,,, +05117,2018,74,9792.432432432432,6710.0,0.19999999999999973,0.2,74,1.0 +12051,2023,576,181355.640625,158253.5,0.8740030527645022,1.0,576,1.0 +12003,2014,302,94209.5463576159,90566.5,0.9881259173909928,1.0,302,1.0 +01103,2014,36,17056.666666666668,14340.0,0.15041681545446284,0.15666145561924613,36,1.0 +09011,2015,2865,164725.56230366492,137380.0,,,, +01069,2021,2469,23969.40461725395,18840.0,0.1341550536086251,0.10008568980291345,2469,1.0 +05017,2015,16,11718.75,8210.0,0.196155132869198,0.2,16,1.0 +05025,2019,93,13148.172043010753,10280.0,0.19999999999999962,0.2,93,1.0 +12039,2018,476,76506.25210084034,58942.0,0.9679580450324561,1.0,476,1.0 +05009,2021,834,26087.937649880096,23520.0,0.1999999999999989,0.2,834,1.0 +08109,2019,138,8061.231884057971,6255.0,0.09521254962649701,0.07150077365815444,138,1.0 +01001,2018,188,17831.808510638297,16650.0,0.12447016794629448,0.10007911436971072,188,1.0 +06005,2023,638,310162.4106583072,271167.0,,,, +05091,2021,776,24146.378865979383,19080.0,0.19999999999999965,0.2,776,1.0 +06033,2016,1083,154098.4108956602,135973.0,,,, +12081,2022,15151,250254.5336941456,176773.0,0.8841838294017458,1.0,15151,1.0 +05017,2017,129,14349.457364341086,9620.0,0.19999999999999954,0.2,129,1.0 +08095,2016,12,9975.0,8500.0,0.11172870270968423,0.07961019678963183,12,1.0 +01047,2015,245,10726.775510204081,8160.0,0.15513616419896492,0.2,245,1.0 +12019,2016,6447,117270.55684814643,96561.0,0.9527256548165198,1.0,6447,1.0 +06101,2016,1435,181593.08083623694,165475.0,,,, +08037,2019,1763,75144.14634146342,45480.0,0.08397307165817133,0.07150065060944845,1763,1.0 +08061,2021,6,3058.3333333333335,3390.0,0.10794555147328766,0.07156087636601383,6,1.0 +05059,2015,168,15129.505952380952,13667.5,,,, +12035,2022,3541,264083.48630330415,227426.0,0.8139064707232481,1.0,3541,1.0 +01125,2022,4283,52927.247256595845,35540.0,0.2000000000000135,0.2,4283,1.0 +05119,2021,10366,31148.824136600426,23175.0,0.20000000000002946,0.2,10366,1.0 +06087,2019,2476,578761.5024232633,503430.0,,,, +01057,2018,16,15131.25,11290.0,0.1264320067100808,0.10015683208950667,16,1.0 +12057,2020,34518,186638.8709658729,141699.0,0.9117646233977313,1.0,34518,1.0 +01017,2017,154,11321.948051948051,10510.0,0.15414524742776384,0.19970829468519607,154,1.0 +06067,2020,24488,305976.36119732115,258970.5,,,, +04017,2024,198,26907.61111111111,20274.0,0.10000056671049494,0.1000002008287075,198,1.0 +12027,2019,569,92162.46748681898,76000.0,0.8914412592021113,1.0,569,1.0 +01013,2015,96,105706.25,89500.0,1.0,1.0,96,1.0 +01127,2021,950,16298.311578947369,11872.0,0.13684210526315696,0.1,950,1.0 +06029,2018,14071,180629.2846279582,149741.0,,,, +01045,2023,901,16493.962264150945,13460.0,0.12976763095631766,0.10009225092250923,901,1.0 +05141,2018,361,14380.415512465373,10910.0,0.20000000000000134,0.2,361,1.0 +05147,2018,71,10207.042253521127,9470.0,0.19999999999999973,0.2,71,1.0 +06095,2022,6081,368402.31820424274,331973.0,,,, +09015,2014,1355,122781.74907749078,112510.0,,,, +02122,2015,353,176849.57507082153,169500.0,1.0,1.0,353,1.0 +08077,2015,6668,15753.137372525494,13585.0,0.08895665715416949,0.0795959595959596,6668,1.0 +01061,2018,158,12468.227848101265,9680.0,0.13375788786470835,0.10050185796000168,158,1.0 +08091,2022,159,33072.201257861634,29110.0,0.08631472870872305,0.0695045401913584,159,1.0 +12057,2023,22199,280590.6755259246,217266.0,0.8235236152726867,1.0,22199,1.0 +01035,2018,32,12889.375,8430.0,0.13728286145683047,0.10067853621759554,32,1.0 +08075,2013,604,38576.65562913907,35505.0,0.3470724878390632,0.35001347043859266,604,1.0 +05083,2013,150,11317.066666666668,10250.0,0.1983022364500901,0.2,150,1.0 +04021,2024,665,34075.112781954886,33124.0,0.10000018218544875,0.1,665,1.0 +12023,2020,1263,102810.53206650831,84383.0,0.9355816506785394,1.0,1263,1.0 +01119,2015,186,9055.483870967742,6200.0,0.12137658353435739,0.10018589271408834,186,1.0 +05093,2020,134,22072.223880597016,16682.0,0.19999448321124616,0.19999687285008444,134,1.0 +01101,2018,3890,20616.861182519282,13060.0,0.13758820204122835,0.1,3890,1.0 +01113,2021,31,28758.290322580644,19386.0,0.15806385214613594,0.19999440966010734,31,1.0 +08017,2014,22,7697.863636363636,5166.5,0.10823073038037086,0.07960277411011762,22,1.0 +01131,2018,38,10749.315789473685,8928.0,0.1236842105263158,0.1,38,1.0 +06057,2014,2185,286190.4219679634,242376.0,,,, +06061,2016,9934,354015.86531105294,292426.0,,,, +05059,2022,594,19034.696969696968,14420.0,0.20000000000000193,0.2,594,1.0 +08113,2018,356,84645.61797752809,54410.0,0.09329132047840916,0.07200029094863747,356,1.0 +05099,2018,90,10596.888888888889,8260.0,0.19999999999999965,0.2,90,1.0 +06065,2022,41108,347183.657536246,295282.0,,,, +08017,2020,29,5488.724137931034,3767.0,0.0941131944039024,0.07960346964064437,29,1.0 +08099,2021,179,10785.938547486034,7299.0,0.09135555548224143,0.07960107544178137,179,1.0 +08011,2021,67,5098.522388059701,4227.0,0.07937034562758329,0.07150145465278071,67,1.0 +01087,2016,17,9069.411764705883,6980.0,0.14942352413165697,0.1392965937413459,17,1.0 +01061,2015,151,10917.48344370861,8240.0,0.12806172017521647,0.10043923865300146,151,1.0 +01097,2019,7107,18540.484029829746,14220.0,0.14732763068291957,0.10024529844644317,7107,1.0 +05131,2019,2405,24544.93970893971,20380.0,0.1999999999999922,0.2,2405,1.0 +05097,2023,163,28189.815950920245,19990.0,0.19999999999999954,0.2,163,1.0 +08077,2019,4576,17398.44187062937,15000.0,0.09185089833828874,0.07150832183399214,4576,1.0 +01085,2017,43,15227.441860465116,13540.0,0.13218350802770004,0.10005474952094169,43,1.0 +05053,2015,103,15936.747572815533,14760.0,0.19268487011775062,0.2,103,1.0 +05089,2018,406,17665.443349753696,14450.0,0.2000000000000015,0.2,406,1.0 +06077,2015,6296,197324.85991105463,163397.5,,,, +10001,2015,2685,38087.262569832405,39200.0,0.9875931265999778,1.0,2651,0.9873370577281192 +02220,2022,65,414310.76923076925,370900.0,1.0,1.0,65,1.0 +08013,2021,6723,48069.244831176555,36580.0,0.08094401855601147,0.07150013612850531,6719,0.9994050275174773 +01089,2021,11713,24951.57346538035,19360.0,0.14757633076570154,0.10015898251192369,11713,1.0 +08067,2019,1363,30499.20763022744,25790.0,0.09316657051254366,0.07150113685840066,1363,1.0 +01019,2016,323,101826.38080495356,81140.0,1.0,1.0,323,1.0 +05147,2015,151,9282.225165562913,8460.0,0.18862448622177383,0.2,151,1.0 +08071,2022,321,10693.707165109034,8430.0,0.08204264299475346,0.0695150209358104,321,1.0 +01109,2019,1026,14887.5828460039,13300.0,0.14136112588000496,0.10008554319931566,1026,1.0 +02230,2019,7,319342.85714285716,334000.0,1.0,1.0,7,1.0 +05109,2022,183,25806.612021857924,15240.0,0.1999999999999999,0.2,183,1.0 +09003,2020,13697,163819.3391983646,139630.0,,,, +01071,2016,315,97024.76190476191,78000.0,1.0,1.0,315,1.0 +12079,2016,263,66835.79467680608,47507.0,0.9534659091067156,1.0,263,1.0 +08095,2017,96,8012.8125,7800.0,0.07284569855793738,0.07199999389008958,96,1.0 +05057,2016,189,11492.957671957673,8019.0,0.1950705619328002,0.2,189,1.0 +05139,2017,249,18173.775100401606,13820.0,0.20000000000000068,0.2,249,1.0 +05097,2020,108,17719.62962962963,15040.0,0.1999999999999996,0.2,108,1.0 +02020,2023,3026,364431.5267680106,332450.0,1.0,1.0,3026,1.0 +05001,2021,324,20666.48148148148,15620.0,0.20000000000000118,0.2,324,1.0 +05119,2016,7764,30354.29533745492,23880.0,,,, +04015,2019,7330,12902.078717598908,10759.5,0.11189461136042282,0.10000182551830963,7330,1.0 +05091,2020,633,23987.646129541863,19380.0,0.20000000000000198,0.2,633,1.0 +08023,2022,69,11118.304347826086,8941.0,0.08588951554354528,0.06950035310734463,69,1.0 +08021,2021,206,17601.941747572815,10085.0,0.08777520535649574,0.07150123525486304,206,1.0 +05077,2014,90,10100.0,6900.0,0.19999999999999965,0.2,90,1.0 +05039,2021,100,13823.1,9645.0,0.19999999999999962,0.2,100,1.0 +12015,2017,9671,126731.77716885535,102081.0,0.9233168187821631,1.0,9671,1.0 +12077,2018,57,75834.77192982456,57337.0,0.9601583277762861,1.0,57,1.0 +01121,2015,3,16126.666666666666,15720.0,0.16672888122227378,0.2,3,1.0 +06059,2022,27236,776351.8256351887,546915.5,,,, +05011,2016,58,11471.551724137931,7815.0,0.19999999999999984,0.2,58,1.0 +01099,2014,97,99528.65979381443,86970.0,1.0,1.0,97,1.0 +12065,2022,194,124488.35567010309,94382.0,0.8903867650685859,1.0,194,1.0 +08103,2020,178,13471.123595505618,11690.0,0.08768193611421857,0.07149771401293882,178,1.0 +12059,2019,184,63505.25543478261,54897.5,0.9732268553903123,1.0,184,1.0 +06049,2022,172,97758.23255813954,77592.0,,,, +01047,2021,425,19697.223529411764,11320.0,0.1479000160367947,0.1073096058170685,425,1.0 +05023,2016,551,26442.851179673322,21403.0,,,, +01029,2021,269,28225.375464684013,20286.0,0.20000000000000084,0.2,269,1.0 +08117,2021,2853,53620.67858394672,41870.0,0.07389356426687362,0.07150004684718449,2853,1.0 +04023,2022,761,16195.441524310118,12944.0,0.11025319872878482,0.10000098730652905,761,1.0 +05133,2016,123,14990.325203252032,13130.0,,,, +06037,2018,81014,578091.245574839,376506.5,,,, +05021,2018,271,12498.856088560886,8640.0,0.20000000000000084,0.2,271,1.0 +06113,2020,2519,339853.4815402938,315605.0,,,, +06073,2023,25099,635817.7619427069,477543.0,,,, +06017,2015,4161,311252.39653929346,260861.0,,,, +12079,2018,194,62225.83505154639,47574.5,0.9609633667210167,1.0,194,1.0 +08009,2013,33,4541.575757575758,4213.0,0.0797715162371106,0.07960170804519517,33,1.0 +08099,2020,171,7296.444444444444,6348.0,0.08452447765279228,0.07959992992403128,171,1.0 +05095,2013,99,9053.373737373737,7290.0,0.19958833619210942,0.2,99,1.0 +06109,2015,1226,171469.41924959217,154489.0,,,, +08025,2017,83,3926.843373493976,3128.0,0.08641225698165417,0.07200132606758801,83,1.0 +01079,2014,357,12821.176470588236,11480.0,0.1279659543072648,0.10008410428931876,357,1.0 +06019,2022,12079,239898.3009355079,194936.0,,,, +12057,2021,38805,226473.18428037624,158064.0,0.8881963233943216,1.0,38805,1.0 +12045,2016,732,138377.7349726776,91631.0,0.9728362461169644,1.0,732,1.0 +02150,2015,32,264737.5,261450.0,,,, +12079,2017,222,55579.43693693694,43381.0,0.9548575274929801,1.0,222,1.0 +08111,2022,18,24206.055555555555,22242.5,,,, +12043,2021,208,85086.72596153847,73383.5,0.9331275446133168,1.0,208,1.0 +04005,2017,3053,21235.74418604651,17007.0,0.10986416924350359,0.10000100241582213,3053,1.0 +06021,2014,252,114588.13492063493,102842.0,,,, +08005,2014,13310,19371.255146506388,13436.0,0.05734715723360762,0.05875104086123833,13310,1.0 +01121,2016,10,16462.0,16300.0,0.12226989988489029,0.1000626959247649,9,0.9 +05007,2016,13939,31683.31802855298,26740.0,0.18991196367338972,0.2,13939,1.0 +06005,2021,1146,265602.74083769636,243366.5,,,, +01019,2018,1638,15607.509157509157,12300.0,0.1655284383364534,0.10193241224794622,1638,1.0 +06069,2019,1048,352776.981870229,333869.0,,,, +05137,2023,257,19777.198443579768,16270.0,0.20000000000000073,0.2,257,1.0 +09013,2015,1702,158783.96004700352,147755.0,,,, +01097,2021,8682,24806.44551946556,14590.0,0.13723796360286783,0.1,8682,1.0 +05085,2017,1535,20891.785016286645,21320.0,0.1999999999999942,0.2,1535,1.0 +05005,2017,765,25215.46405228758,22250.0,0.19999999999999982,0.2,765,1.0 +09001,2023,9420,467676.8026539278,305665.0,,,, +05109,2018,191,13525.759162303664,9140.0,0.2,0.2,191,1.0 +08041,2022,16131,24123.125658669644,21370.0,0.08979260648769218,0.06950276652504693,16131,1.0 +05063,2018,608,19297.861842105263,14160.0,0.20000000000000195,0.2,608,1.0 +01093,2013,302,11267.086092715232,9250.0,0.13750941111715703,0.1002612191713185,302,1.0 +01121,2017,792,14495.30303030303,11630.0,0.14211803473854293,0.10028737767868202,792,1.0 +06005,2015,723,207224.8395573997,187125.0,,,, +05129,2023,180,13106.0,11290.0,0.19999999999999984,0.2,180,1.0 +05125,2023,1887,35973.65659777424,32163.0,0.19999999999999318,0.2,1887,1.0 +06115,2023,61,235923.09836065574,206130.0,,,, +06107,2021,5577,182043.09646763492,160079.0,,,, +08039,2021,900,29503.588888888888,29830.0,0.11326044044633098,0.07150636620851204,900,1.0 +08069,2022,7745,29868.52459651388,25944.0,0.06994427137978758,0.0695004257734885,7745,1.0 +09001,2020,15070,498187.6809555408,295225.0,,,, +10001,2022,3106,45343.593045717964,42900.0,,,, +05079,2022,175,15282.34857142857,10860.0,0.19999999999999976,0.2,175,1.0 +01085,2021,35,12437.142857142857,9740.0,0.12136329341983938,0.10005379236148466,35,1.0 +05017,2020,146,14921.09589041096,8800.0,0.1999999999999995,0.2,146,1.0 +06033,2017,1150,159091.12782608694,135091.5,,,, +06007,2017,3509,226911.66628669135,183980.0,,,, +06115,2020,1880,186730.79255319148,173336.0,,,, +01073,2013,10556,23290.126942023493,17060.0,0.15710917856253226,0.11219398051393036,10556,1.0 +01061,2020,363,12298.236914600551,11020.0,0.13659032050594583,0.10040816326530612,363,1.0 +01045,2018,596,13054.194630872484,10150.0,0.13813974817274677,0.10012628090766768,596,1.0 +05143,2023,3047,69881.87331801772,57440.0,0.19999999951558772,0.2,3047,1.0 +02220,2016,77,310798.7012987013,283000.0,,,, +05065,2019,322,13492.77950310559,10260.0,0.20000000000000118,0.2,322,1.0 +06067,2017,26011,252884.26181231017,200301.0,,,, +08009,2018,35,3753.942857142857,3238.0,0.08150549094984468,0.07200294846880655,35,1.0 +01071,2019,3963,13732.606611153167,10200.0,0.12044185275156945,0.100132802124834,3963,1.0 +05015,2016,132,20051.14393939394,17640.0,,,, +05099,2015,83,8450.963855421687,6210.0,,,, +09015,2016,1252,127533.05910543131,115380.0,,,, +01073,2019,15619,24688.889173442603,17680.0,0.14769761169466153,0.10011173184357541,15619,1.0 +02185,2021,6,244616.66666666666,257250.0,1.0,1.0,6,1.0 +05039,2023,113,8993.097345132743,7530.0,0.19999999999999957,0.2,113,1.0 +05109,2015,2,16985.0,16985.0,0.2,0.2,2,1.0 +06085,2023,11582,992571.1536004144,730169.5,,,, +09007,2022,2562,183645.58899297423,157920.0,,,, +06041,2019,3392,945940.2411556604,737648.5,,,, +04012,2019,416,10462.447115384615,7161.5,0.09973730816158555,0.09999795958977634,416,1.0 +12047,2018,166,58798.65060240964,45779.5,0.9789468177268962,1.0,166,1.0 +01079,2019,303,13669.17491749175,10640.0,0.1344107619354538,0.10014749262536873,303,1.0 +08079,2014,50,20082.16,14480.0,0.09306461816831196,0.07960105729051001,50,1.0 +06017,2020,5548,399095.3678803172,344891.0,,,, +05097,2016,64,13497.9375,10545.0,,,, +01017,2023,444,14758.243243243243,11570.0,0.1523984489438875,0.19878093967689342,444,1.0 +01101,2014,3130,22953.230351437698,12875.0,0.1418210862619814,0.1,3130,1.0 +05047,2016,6,9738.333333333334,9640.0,0.17983471096704484,0.2,6,1.0 +05123,2019,267,11334.681647940075,7840.0,0.20000000000000082,0.2,267,1.0 +08019,2016,305,20776.39344262295,16790.0,0.09268697524003149,0.07960101059815598,305,1.0 +06099,2019,6803,233659.68308099368,212500.0,,,, +05055,2021,1106,23182.775768535263,19835.0,0.19999999999999638,0.2,1106,1.0 +12083,2022,15094,120677.25692328077,87056.0,0.7857033997006116,0.8057464124465612,15094,1.0 +12001,2016,5809,125311.06937510759,94800.0,0.9528775193560841,1.0,5809,1.0 +02130,2019,167,245956.88622754492,242800.0,0.9261427654948597,1.0,167,1.0 +08123,2018,8186,16339.698265331053,15750.0,0.12114424904248325,0.07200406519948713,8186,1.0 +09005,2023,2524,201037.06299524565,143910.0,,,, +08015,2016,661,19491.804841149773,17310.0,0.1345698210848094,0.0796096829305801,661,1.0 +01077,2018,1633,17952.725045927742,14280.0,0.13559933094510532,0.10013908205841446,1633,1.0 +01015,2016,1585,15350.788643533124,13060.0,0.13419222720347979,0.10006487187804088,1585,1.0 +08013,2017,6026,42619.29936939927,31605.0,0.09522733531332486,0.07960007423256055,6026,1.0 +12017,2016,5699,80465.51921389718,62486.0,0.9591212283032925,1.0,5699,1.0 +05027,2017,306,20478.676470588234,14810.0,0.19529087607147885,0.2,306,1.0 +06091,2017,66,190021.04545454544,165504.5,,,, +01111,2016,308,15934.48051948052,11450.0,0.13648005569362018,0.10024532054593877,308,1.0 +06003,2021,114,385592.20175438595,292220.5,,,, +02261,2020,48,211675.0,191400.0,1.0,1.0,48,1.0 +01037,2019,116,20928.620689655174,13240.0,0.12251602100107509,0.10017714754801232,116,1.0 +12003,2021,552,126516.8079710145,116318.0,0.8840605863418604,0.9696798124346087,538,0.9746376811594203 +04025,2024,311,51917.01607717042,41872.0,0.10000011118017552,0.1,311,1.0 +12005,2018,6790,154340.3969072165,125838.0,0.9690628390356377,1.0,6790,1.0 +12069,2014,9265,100917.24403669724,88514.0,0.9861941718150695,1.0,9265,1.0 +06003,2020,106,373738.641509434,272971.5,,,, +05011,2023,157,12440.751592356688,8700.0,0.19999999999999948,0.2,157,1.0 +02070,2014,2,228550.0,228550.0,,,, +05103,2020,273,16677.326007326006,11090.0,0.20000000000000087,0.2,273,1.0 +05127,2022,223,16599.282511210764,10180.0,0.20000000000000043,0.2,223,1.0 +01073,2018,15849,22477.097608681936,16620.0,0.14516457846315073,0.10011402508551881,15849,1.0 +05071,2018,321,19490.6230529595,16970.0,0.20000000000000115,0.2,321,1.0 +06015,2022,386,201246.34974093264,183229.0,,,, +12035,2021,5634,181909.4275825346,158066.0,0.9170407098180213,1.0,5633,0.9998225062122825 +05055,2014,831,16817.966305655835,13810.0,,,, +05089,2019,295,20859.525423728814,18340.0,0.200000000000001,0.2,295,1.0 +01035,2020,120,12914.333333333334,8690.0,0.20600270607771914,0.11788163125372428,120,1.0 +08009,2017,41,4274.463414634146,3798.0,0.07760992006456087,0.07200247218788627,41,1.0 +08021,2014,66,9303.924242424242,6512.0,0.10782624741200877,0.07960193807565993,66,1.0 +01093,2019,923,12081.213434452871,9680.0,0.15067652486849092,0.17145874333989344,923,1.0 +05061,2015,103,15025.14563106796,11770.0,,,, +05109,2021,203,14975.27093596059,10260.0,0.20000000000000018,0.2,203,1.0 +05137,2013,13,7486.153846153846,4780.0,0.2,0.2,13,1.0 +06011,2020,274,174293.93795620438,153918.5,,,, +08027,2016,158,14503.006329113925,13265.0,0.12193409449976139,0.0796268066403013,158,1.0 +01045,2022,917,13645.714285714286,11520.0,0.13179532959567483,0.10012910629751828,917,1.0 +08089,2015,518,6200.69111969112,4843.0,0.07942639156652911,0.07960006362807717,518,1.0 +12055,2018,3035,91273.9726523888,76381.0,0.9381629091037909,1.0,3035,1.0 +01003,2017,6334,28749.845279444267,18840.0,0.1505572088906722,0.19980506822612085,6334,1.0 +01129,2016,76,8598.421052631578,5900.0,0.10416005602341803,0.10006698572675068,76,1.0 +06025,2017,1668,157304.9076738609,144060.0,,,, +06053,2020,3880,694049.4069587629,426394.0,,,, +06113,2019,2404,358899.8103161398,289171.0,,,, +01041,2015,92,10972.826086956522,6510.0,0.13363895154398198,0.10030027593271656,92,1.0 +02180,2021,50,259410.0,254800.0,1.0,1.0,48,0.96 +02110,2018,421,345725.63420427556,329100.0,1.0,1.0,421,1.0 +06009,2017,1324,208500.41238670694,194169.0,,,, 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b/national/merged_analysis.ipynb new file mode 100644 index 0000000..7db8d5a --- /dev/null +++ b/national/merged_analysis.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#set up autoreload\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import polars as pl\n", + "from pathlib import Path\n", + "\n", + "import importlib \n", + "fa_etl = importlib.import_module(\"fa-etl\")\n", + "\n", + "pl.Config(set_fmt_float=\"full\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "path_to_dir = \"/Users/claireboyd/internships/mansueto/firstamerican-etl/\"\n", + "merged = pl.scan_parquet(\n", + " path_to_dir+f\"dev/merged.parquet\"\n", + " ).with_columns([\n", + " pl.when(\n", + " pl.col('AssdTotalValue').is_null() | pl.col('MarketTotalValue').is_null() | pl.col('MarketTotalValue') == 0\n", + " ).then(None\n", + " ).otherwise(\n", + " pl.col('AssdTotalValue') / pl.col('MarketTotalValue')\n", + " ).alias('sales_ratio')\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "OrderedDict([('PropertyID', Int64),\n", + " ('Year', Int64),\n", + " ('AssdTotalValue', Int64),\n", + " ('MarketTotalValue', Int64),\n", + " ('ApprTotalValue', Int64),\n", + " ('SitusLatitude', Float64),\n", + " ('SitusLongitude', Float64),\n", + " ('SitusFullStreetAddress', String),\n", + " ('SitusCity', String),\n", + " ('SitusState', String),\n", + " ('SitusZIP5', String),\n", + " ('FIPS', String),\n", + " ('SitusCensusTract', String),\n", + " ('SitusCensusBlock', String),\n", + " ('SaleAmt', Int64),\n", + " ('TaxAmt', Int64),\n", + " ('TaxAmtAdjusted', Float64),\n", + " ('sales_ratio', Float64)])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.schema" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 18)
PropertyIDYearAssdTotalValueMarketTotalValueApprTotalValueSitusLatitudeSitusLongitudeSitusFullStreetAddressSitusCitySitusStateSitusZIP5FIPSSitusCensusTractSitusCensusBlockSaleAmtTaxAmtTaxAmtAdjustedsales_ratio
i64i64i64i64i64f64f64strstrstrstrstrstrstri64i64f64f64
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292201820700206900null32.577186-86.548768"695 YOSEMITE PKWY""PRATTVILLE""AL""36067""01001""020902""2040"21500055890558.90.1000483325277912
165458406202328220282200null32.445844-86.415837"209 HEDGEFIELD DR""PRATTVILLE""AL""36066""01001""020501""1017"30250087482874.820.1
165458255202342180210900null32.449623-86.450068"582 SUNSET DR""PRATTVILLE""AL""36067""01001""020700""1007"2300001307581307.580.2
165458247202119920199200null32.450092-86.449283"589 SUNSET DR""PRATTVILLE""AL""36067""01001""020700""1019"21490057652576.520.1
" + ], + "text/plain": [ + "shape: (5, 18)\n", + "┌────────────┬──────┬─────────────┬─────────────┬───┬─────────┬────────┬─────────────┬─────────────┐\n", + "│ PropertyID ┆ Year ┆ AssdTotalVa ┆ MarketTotal ┆ … ┆ SaleAmt ┆ TaxAmt ┆ TaxAmtAdjus ┆ sales_ratio │\n", + "│ --- ┆ --- ┆ lue ┆ Value ┆ ┆ --- ┆ --- ┆ ted ┆ --- │\n", + "│ i64 ┆ i64 ┆ --- ┆ --- ┆ ┆ i64 ┆ i64 ┆ --- ┆ f64 │\n", + "│ ┆ ┆ i64 ┆ i64 ┆ ┆ ┆ ┆ f64 ┆ │\n", + "╞════════════╪══════╪═════════════╪═════════════╪═══╪═════════╪════════╪═════════════╪═════════════╡\n", + "│ 276 ┆ 2018 ┆ 17180 ┆ 85900 ┆ … ┆ 82000 ┆ 46386 ┆ 463.86 ┆ 0.2 │\n", + "│ 292 ┆ 2018 ┆ 20700 ┆ 206900 ┆ … ┆ 215000 ┆ 55890 ┆ 558.9 ┆ 0.100048332 │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5277912 │\n", + "│ 165458406 ┆ 2023 ┆ 28220 ┆ 282200 ┆ … ┆ 302500 ┆ 87482 ┆ 874.82 ┆ 0.1 │\n", + "│ 165458255 ┆ 2023 ┆ 42180 ┆ 210900 ┆ … ┆ 230000 ┆ 130758 ┆ 1307.58 ┆ 0.2 │\n", + "│ 165458247 ┆ 2021 ┆ 19920 ┆ 199200 ┆ … ┆ 214900 ┆ 57652 ┆ 576.52 ┆ 0.1 │\n", + "└────────────┴──────┴─────────────┴─────────────┴───┴─────────┴────────┴─────────────┴─────────────┘" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.head().collect(streaming=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "sales_ratio_summary = merged.filter(\n", + " pl.col(\"sales_ratio\").is_not_null()\n", + ").group_by(\n", + " \"FIPS\", \"Year\"\n", + ").agg(\n", + " pl.len().alias('sales_ratio_non_nulls_count'),\n", + " # pl.mean('sales_ratio').alias('sales_ratio_mean'),\n", + " # pl.median('sales_ratio').alias('sales_ratio_median')\n", + ").collect(streaming=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (2_325, 3)
FIPSYearsales_ratio_non_nulls_count
stri64u32
"01083"20203165
"05065"2017206
"12073"20166139
"02275"202013
"05119"20198068
………
"01111"2018312
"05049"2017205
"05111"2021340
"05019"2022405
"05017"2019142
" + ], + "text/plain": [ + "shape: (2_325, 3)\n", + "┌───────┬──────┬─────────────────────────────┐\n", + "│ FIPS ┆ Year ┆ sales_ratio_non_nulls_count │\n", + "│ --- ┆ --- ┆ --- │\n", + "│ str ┆ i64 ┆ u32 │\n", + "╞═══════╪══════╪═════════════════════════════╡\n", + "│ 01083 ┆ 2020 ┆ 3165 │\n", + "│ 05065 ┆ 2017 ┆ 206 │\n", + "│ 12073 ┆ 2016 ┆ 6139 │\n", + "│ 02275 ┆ 2020 ┆ 13 │\n", + "│ 05119 ┆ 2019 ┆ 8068 │\n", + "│ … ┆ … ┆ … │\n", + "│ 01111 ┆ 2018 ┆ 312 │\n", + "│ 05049 ┆ 2017 ┆ 205 │\n", + "│ 05111 ┆ 2021 ┆ 340 │\n", + "│ 05019 ┆ 2022 ┆ 405 │\n", + "│ 05017 ┆ 2019 ┆ 142 │\n", + "└───────┴──────┴─────────────────────────────┘" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sales_ratio_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "national_summary = merged.group_by(\n", + " \"FIPS\", \"Year\"\n", + ").agg(\n", + " pl.count('PropertyID').alias('TotalSales'),\n", + " pl.mean('AssdTotalValue').alias('AssdTotalValue_mean'),\n", + " pl.median('AssdTotalValue').alias('AssdTotalValue_median'),\n", + " pl.mean('sales_ratio').alias('sales_ratio_mean'),\n", + " pl.median('sales_ratio').alias('sales_ratio_median')\n", + ").collect(streaming=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "national_summary.join(\n", + " other=sales_ratio_summary,\n", + " on=[\"FIPS\", \"Year\"],\n", + " how=\"left\"\n", + ").with_columns([\n", + " (pl.col(\"sales_ratio_non_nulls_count\")/pl.col(\"TotalSales\")).alias(\"freq_valid_sales_ratio\")\n", + "]).write_csv(\"firstamerican_nationalsummary.csv\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 34ab334a5bf50fb2800498d9a580c2e3a3dcc438 Mon Sep 17 00:00:00 2001 From: claireboyd Date: Tue, 14 May 2024 16:48:18 -0500 Subject: [PATCH 6/6] updated version of analysis --- national/count_bycounty.csv | 351 ++ national/firstamerican_nationalsummary.csv | 6378 ++++++++++---------- national/merged_analysis.ipynb | 215 +- 3 files changed, 3599 insertions(+), 3345 deletions(-) create mode 100644 national/count_bycounty.csv diff --git a/national/count_bycounty.csv b/national/count_bycounty.csv new file mode 100644 index 0000000..cf5e3e8 --- /dev/null +++ b/national/count_bycounty.csv @@ -0,0 +1,351 @@ +FIPS,2018,2014,2017,2015,2021,2019,2023,2020,2016,2022,2013,2012,2010,2024 +12051,807,584,817,634,1078,786,576,919,764,900,,,, +12035,4564,3540,4243,3721,5634,4598,,5301,4002,3541,,,, 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+01079,354,357,350,438,,303,,4,303,,252,,, +01055,,,3538,1196,195,7382,,,1027,,903,,, +08069,8390,8225,8726,16864,10005,8091,,9040,8462,7745,,,, +12033,6873,5353,8714,5929,8898,6914,,7048,9732,8234,,,, +04019,23157,,23074,18647,27964,23926,17071,49810,41991,23620,,,,1662 +06071,30612,26884,33554,29245,37567,30519,20637,33393,30942,28171,,,, +05061,198,372,154,103,269,207,146,189,131,192,127,,, +08031,15152,14951,15329,31155,17001,15546,,15686,15573,1761,,,, +04027,4235,2915,4308,3382,6024,4882,3013,5085,3863,4652,,,, diff --git a/national/firstamerican_nationalsummary.csv b/national/firstamerican_nationalsummary.csv index e190589..7e70982 100644 --- a/national/firstamerican_nationalsummary.csv +++ b/national/firstamerican_nationalsummary.csv @@ -1,3262 +1,3262 @@ FIPS,Year,TotalSales,AssdTotalValue_mean,AssdTotalValue_median,sales_ratio_mean,sales_ratio_median,sales_ratio_non_nulls_count,freq_valid_sales_ratio -08109,2014,89,6741.730337078651,5010.0,0.11331325375010615,0.0796028908100605,89,1.0 -01013,2018,87,29757.35632183908,15660.0,0.19310344827586176,0.2,87,1.0 -08085,2020,1108,17684.807761732853,15555.0,0.10457869252071353,0.07149805510574198,1108,1.0 -05073,2018,24,8681.666666666666,7420.0,0.20000000000000007,0.2,24,1.0 -08125,2022,53,11300.471698113208,9044.0,0.08754212244558045,0.0795990965556183,53,1.0 -08085,2017,1013,15005.399802566633,13050.0,0.11095888647128611,0.07200090709804217,1013,1.0 -05111,2018,171,14247.894736842105,11570.0,0.19999999999999968,0.2,171,1.0 -01085,2013,55,114374.90909090909,94860.0,1.0,1.0,55,1.0 -06075,2017,6400,922352.90015625,681056.0,,,, -06005,2017,862,218932.98143851507,196122.0,,,, -12017,2019,5510,113598.15916515427,96657.5,1.0,1.0,5501,0.9983666061705989 -05121,2016,126,12228.214285714286,8252.5,,,, -05095,2017,71,14565.633802816901,8790.0,0.19999999999999973,0.2,71,1.0 -06005,2020,1005,270939.0129353234,250553.0,,,, -05123,2020,234,13042.179487179486,10000.0,0.20000000000000054,0.2,234,1.0 -08059,2022,11016,31561.636891793754,28876.5,0.07848423171450851,0.0695000349255008,11016,1.0 -12029,2015,318,57975.553459119496,42600.0,0.9980529591994081,1.0,318,1.0 -05027,2022,373,19794.29490616622,15280.0,0.2000000000000014,0.2,373,1.0 -06035,2020,553,160630.28209764918,137432.0,,,, -05143,2022,3462,40417.53032928943,34585.0,0.2000000000000059,0.2,3462,1.0 -12059,2022,200,72074.165,58638.0,0.9685381567531915,1.0,200,1.0 +12085,2023,2253,363663.3719485131,223046.0,0.6883685788691994,0.6782495550799545,2253,1.0 +12085,2022,2557,303921.6456785295,193842.0,0.7374123757306201,0.7487229862475442,2557,1.0 +12085,2021,3491,290862.39444285305,187265.0,0.8425939074289724,0.9054469400745658,3491,1.0 +12085,2020,2969,304406.6776692489,196210.0,0.8906402857185125,1.0,2969,1.0 +12085,2019,2791,265139.61698316014,179700.0,0.8853299389903082,1.0,2791,1.0 +12085,2018,2963,245893.3013837327,157310.0,0.889685573874448,1.0,2963,1.0 +12085,2017,2959,263479.79824264953,156336.0,0.8928059289908746,1.0,2959,1.0 +12085,2016,3094,216107.20555914674,140010.0,0.9126555215071225,1.0,3094,1.0 +12085,2015,3507,200389.42629027658,127439.0,0.9277357500678699,1.0,3507,1.0 +12085,2014,3268,188562.94430844553,119537.0,0.9509090734737523,1.0,3268,1.0 +12083,2023,11740,144498.5251277683,120569.5,0.7902721979839757,0.830517786092064,11740,1.0 +12083,2022,15094,120677.25692328077,87056.0,0.7857033997006116,0.8057464124465612,15094,1.0 +12083,2021,16705,106552.96755462437,85400.0,0.9089884397680132,1.0,16705,1.0 +12083,2020,13837,89600.49678398497,69885.0,0.9359947728388429,1.0,13837,1.0 +12083,2019,12517,92180.53423344252,75561.0,0.9348165659628985,1.0,12517,1.0 +12083,2018,11723,97505.12616224516,71855.0,0.9413131610687758,1.0,11694,0.9975262304870767 +12083,2017,14506,95254.8081483524,70099.5,0.9375183296318707,1.0,14506,1.0 +12083,2016,16690,88259.88220491313,69659.5,0.9220391485191898,0.9863816279637996,16690,1.0 +12083,2015,9484,93710.01138760017,69795.5,0.9574731465962454,1.0,9484,1.0 +12083,2014,8769,85168.12384536435,68879.0,0.9695086445060817,1.0,8769,1.0 +12081,2023,10056,350852.05767700874,259196.0,0.8319423604062869,1.0,10056,1.0 +12081,2022,15151,250254.5336941456,176773.0,0.8841838294017458,1.0,15151,1.0 +12081,2021,17573,231942.81374836396,165951.0,0.9332901572510285,1.0,17573,1.0 +12081,2020,14190,219972.3918957012,166483.5,0.9372002790470323,1.0,14190,1.0 +12081,2019,12751,206700.16853580112,151804.0,0.9301713340505778,1.0,12751,1.0 +12081,2018,12784,200728.4967146433,141632.5,0.9322532478200712,1.0,12784,1.0 +12081,2017,13660,191591.42818448023,127438.5,0.927049464699578,1.0,13660,1.0 +12081,2016,14633,169780.72008473997,116142.0,0.9283583177605793,1.0,14633,1.0 +12081,2015,11798,164064.99271062893,116994.5,0.9443560223325708,1.0,11798,1.0 +12081,2014,11208,143675.02739114917,101385.0,0.9669124476967202,1.0,11208,1.0 +12081,2013,11225,140644.27590200445,97118.0,0.9851983553585367,1.0,11225,1.0 +12079,2022,217,99822.866359447,78117.0,0.8669764532052322,1.0,217,1.0 +12079,2021,235,86771.2,66707.0,0.9172574453158737,1.0,234,0.9957446808510638 12079,2020,175,74663.08,61057.0,0.9229629043006266,1.0,175,1.0 -05087,2017,240,15878.041666666666,12980.0,0.2000000000000006,0.2,240,1.0 -01107,2014,49,105970.20408163265,94780.0,1.0,1.0,49,1.0 -05021,2014,112,8671.339285714286,8130.0,0.19679423880711347,0.2,112,1.0 -05019,2015,444,17554.684684684686,14825.0,0.2000173934680993,0.2,444,1.0 -12019,2017,6073,132831.26494319117,113211.0,0.9348350926633513,1.0,6073,1.0 -06039,2018,2305,157975.9032537961,139220.0,,,, -12023,2017,1424,82044.71558988764,64742.0,0.9888243256395355,1.0,1424,1.0 -01133,2020,545,28800.366972477063,19860.0,0.14643952502044397,0.1003690036900369,545,1.0 -06007,2019,4878,218632.87351373513,185007.0,,,, 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-08041,2021,22917,26057.77501418161,21880.0,0.09591911758100283,0.0715042735042735,22917,1.0 -06045,2016,1122,242719.80926916222,206822.5,,,, -06087,2018,2579,541538.2384645211,457776.0,,,, -05145,2014,1068,18244.08520599251,14985.0,,,, -08085,2016,888,14892.218468468469,13200.0,,,, -09007,2019,2561,194219.76923076922,166510.0,,,, -08047,2014,157,18765.66878980892,17240.0,0.10149747295235602,0.07960506016661524,157,1.0 -05073,2017,40,12726.75,7120.0,,,, -06049,2017,143,126562.51048951049,89249.0,,,, -08017,2018,19,6286.368421052632,4644.0,0.08888518587985972,0.07200036525232849,19,1.0 -09001,2018,12021,416163.8919391066,251860.0,,,, -05101,2020,157,14467.044585987262,10720.0,0.19999999999999948,0.2,157,1.0 -08077,2018,4604,14762.912684622068,13165.0,,,, -05147,2016,24,15763.5,12335.0,,,, -05103,2019,294,12815.952380952382,9775.0,0.200000000000001,0.2,294,1.0 -08007,2020,727,22267.083906464923,19890.0,0.10419770386410401,0.07150663544106167,727,1.0 -01015,2021,2248,17073.227758007117,13393.0,0.13945729537366358,0.1,2248,1.0 -05027,2015,218,18853.80733944954,14165.0,0.20000000000000037,0.2,218,1.0 -06051,2015,497,359767.4366197183,267951.0,,,, -05091,2014,362,17130.10497237569,12276.5,,,, -05081,2014,154,10291.22077922078,9025.0,,,, -05047,2014,46,12791.695652173914,11990.0,0.19618811552826546,0.2,46,1.0 -12027,2014,453,67442.47461368653,55927.0,0.9827385360395989,1.0,453,1.0 -01119,2014,138,7370.144927536232,5730.0,0.11459552641672462,0.10019502478518871,138,1.0 -08055,2016,191,8667.015706806284,6882.0,0.10372855566565542,0.07960129159062193,191,1.0 -06101,2014,1077,160042.48560817086,155000.0,,,, -05137,2019,229,17325.764192139737,13370.0,0.20000000000000048,0.2,229,1.0 -12031,2019,22308,182593.50820333514,118000.0,0.9336829435392074,1.0,22308,1.0 -08105,2018,257,15452.396887159533,10596.0,0.08618081139738429,0.07200066304503432,257,1.0 -06007,2016,3443,203059.31164681964,176918.0,,,, +12079,2019,180,69645.50555555556,49817.5,0.9238875678949747,1.0,180,1.0 +12079,2018,194,62225.83505154639,47574.5,0.9609633667210167,1.0,194,1.0 +12079,2017,222,55579.43693693694,43381.0,0.9548575274929801,1.0,222,1.0 +12079,2016,263,66835.79467680608,47507.0,0.9534659091067156,1.0,263,1.0 +12079,2015,149,62906.10067114094,43363.0,0.9995845147543077,1.0,137,0.9194630872483222 +12079,2014,151,49394.834437086094,42192.0,0.9267223255253627,1.0,151,1.0 +12077,2023,93,67135.66666666667,42075.0,0.9346441404204604,1.0,93,1.0 +12077,2022,85,75682.25882352941,52365.0,0.9404942254631956,1.0,85,1.0 +12077,2021,93,76698.5376344086,52453.0,0.9579838478044082,1.0,93,1.0 +12077,2020,74,62269.54054054054,48039.5,0.9677119649300236,1.0,74,1.0 +12077,2019,61,64178.13114754098,40027.0,0.9636247388642748,1.0,61,1.0 +12077,2018,57,75834.77192982456,57337.0,0.9601583277762861,1.0,57,1.0 +12077,2017,88,59424.65909090909,45260.5,0.9555277287709153,1.0,88,1.0 +12077,2016,108,56530.583333333336,33722.5,0.9165339826280013,1.0,108,1.0 +12077,2015,68,47336.01470588235,34680.5,0.9312211825386701,1.0,68,1.0 +12077,2014,67,66342.26865671642,56157.0,0.897653287320275,1.0,67,1.0 +12075,2022,1322,99182.75189107413,75258.5,0.8602579882310555,1.0,1322,1.0 +12075,2021,1393,84381.9160086145,61297.0,0.8956050317953606,1.0,1393,1.0 +12075,2020,1218,71203.63382594417,50567.0,0.9342925527440337,1.0,1218,1.0 +12075,2019,1020,67581.13235294117,52242.5,0.9202610442504018,1.0,1020,1.0 +12075,2018,1048,66862.33015267176,47078.0,0.932506705123115,1.0,1048,1.0 +12075,2017,1209,60616.599669148054,46871.0,0.9341749134281869,1.0,1209,1.0 +12075,2016,1518,62089.5,47607.0,0.9837478330644539,1.0,1518,1.0 +12075,2015,831,59301.35740072202,45358.0,0.9840269707704968,1.0,831,1.0 +12075,2014,765,59638.93202614379,43761.0,0.9892341970952948,1.0,765,1.0 +12073,2022,5363,241042.14488159612,138929.0,0.9164979139845844,1.0,5363,1.0 +12073,2021,6368,195698.90734924623,130054.5,0.9395305159299612,1.0,6368,1.0 +12073,2020,5387,183983.44458882496,132995.0,0.9486863027704562,1.0,5387,1.0 +12073,2019,5211,188625.9813855306,125417.0,0.9475334803404816,1.0,5211,1.0 +12073,2018,5174,165986.0077309625,117415.0,0.9550650413702535,1.0,5174,1.0 +12073,2017,5942,184732.6169639852,110023.0,0.9622875081103214,1.0,5942,1.0 12073,2016,6139,158959.79003094966,104745.0,0.964863387565499,1.0,6139,1.0 -01101,2013,2834,21540.169371912492,12815.0,0.14403669724770646,0.1,2834,1.0 -01059,2017,235,11312.765957446809,9700.0,0.1382691277688469,0.1010989010989011,235,1.0 -08005,2016,14650,23856.727645051196,17353.0,,,, -05067,2013,60,8422.166666666666,6175.0,0.19999999999999982,0.2,60,1.0 -01115,2020,2304,22412.937065972223,19730.0,0.12635692574902113,0.1,2303,0.9995659722222222 -01029,2016,1,2554.0,2554.0,0.1,0.1,1,1.0 -01059,2021,443,14708.126410835215,11700.0,0.1300230994798692,0.10038610038610038,443,1.0 -08117,2022,1990,48272.19497487437,38135.0,0.06954043200952137,0.0695,1990,1.0 -12063,2016,622,75501.60289389068,60321.0,0.9754407264742847,1.0,622,1.0 -12037,2015,491,173382.50509164968,113022.0,0.984801240552081,1.0,491,1.0 -06009,2016,1200,195423.105,173983.5,,,, -05075,2017,217,9833.640552995392,9290.0,,,, -04021,2017,12541,11454.986922892911,11581.0,0.11381156249025155,0.10000141424712554,12541,1.0 -06013,2018,16478,487462.67453574465,370938.0,,,, -06097,2023,4690,534142.8565031983,426332.0,,,, -12083,2017,14506,95254.8081483524,70099.5,0.9375183296318707,1.0,14506,1.0 -05125,2019,3638,28524.28532160528,26680.0,0.2000000000000078,0.2,3638,1.0 -10005,2020,8416,20309.404705323195,16250.0,0.5032549261777054,0.5,8413,0.999643536121673 -05091,2019,581,23018.9156626506,16850.0,0.20000000000000193,0.2,581,1.0 -06007,2022,3218,261960.0453697949,218579.5,,,, -12035,2018,4564,133180.48444347063,116740.5,0.9422790531525995,1.0,4564,1.0 -05045,2023,1546,33613.36351875809,29830.0,0.19999999999999418,0.2,1546,1.0 -05135,2022,692,14761.676300578034,10180.0,0.20000000000000098,0.2,692,1.0 -06021,2016,336,121820.80952380953,103493.5,,,, -05065,2023,274,15737.408759124088,11500.0,0.20000000000000087,0.2,274,1.0 -06027,2014,177,213470.7966101695,199803.0,,,, -08037,2014,1410,62084.81560283688,30755.0,,,, -05033,2015,736,18327.296195652172,16985.0,,,, -06093,2021,1105,172335.5402714932,142947.0,,,, -05029,2014,136,14156.801470588236,12531.5,,,, -08037,2018,1778,85756.27671541057,41395.0,0.08867088979294431,0.07200049419617627,1778,1.0 -04001,2020,461,9671.55748373102,6910.0,0.0820941206980468,0.07731971888368303,461,1.0 -12003,2020,452,114517.9557522124,112584.0,0.8880960215627245,1.0,452,1.0 -12045,2020,1408,208300.84943181818,126958.5,0.8296347202075581,0.9839156992126677,1408,1.0 -05055,2017,923,18556.045503791982,16270.0,,,, -04013,2020,119353,26472.68383702127,19680.0,0.10838952893718738,0.1,119353,1.0 -08065,2019,189,18917.9417989418,16345.0,1.0,1.0,189,1.0 -01057,2017,21,8920.952380952382,6060.0,0.13476869704879485,0.10062893081761007,21,1.0 -12055,2019,2987,93537.76933377971,78659.0,0.9331142484251764,1.0,2987,1.0 -05099,2013,30,10421.333333333334,7455.0,,,, -01089,2020,10271,22946.801577256352,17690.0,0.14338428639553383,0.1,10271,1.0 -08071,2018,315,8859.42857142857,7170.0,0.09456125935455015,0.0720198531836246,315,1.0 +12073,2015,4498,150569.9359715429,114364.0,0.9728384683149017,1.0,4498,1.0 +12073,2014,4147,164628.00385821075,104628.0,0.9787004709635894,1.0,4147,1.0 +12071,2023,24344,250709.49519388762,185103.0,0.7529082369882822,0.7583577912219077,24344,1.0 +12071,2022,31963,236360.97106028846,164259.0,0.7569508472159114,0.7816481278716372,31963,1.0 +12071,2021,42061,234554.1196119921,171348.0,0.9998523397713343,1.0,42035,0.9993818501699911 +12071,2020,33608,194955.69379314448,144600.0,0.9430779493530097,1.0,33608,1.0 +12071,2019,30508,186169.87603251607,134854.0,0.9356820538267695,1.0,30508,1.0 +12071,2018,30833,175610.8022573217,126775.0,0.930340162350219,1.0,30833,1.0 +12071,2017,27678,175622.79590288317,125999.0,0.9236753834033269,1.0,27678,1.0 +12071,2016,26987,173719.34364694112,127167.0,0.9998380997805156,1.0,26987,1.0 +12071,2015,28211,170406.2973308284,118304.0,0.9998824635585984,1.0,28211,1.0 +12071,2014,24684,161570.20385674931,106999.0,0.9995048639629345,1.0,24684,1.0 +12071,2013,24036,141821.56078382427,93704.5,0.9997643160914621,1.0,24036,1.0 +12069,2023,7619,237238.31421446384,200510.0,0.8130733277530674,0.9575967084374472,7619,1.0 +12069,2022,12251,192663.0007346339,143774.0,0.8749441934233315,1.0,12251,1.0 +12069,2021,13600,173957.03955882354,139688.0,276.85912202034643,1.0,13600,1.0 +12069,2020,11422,163767.72386622307,127018.5,331.97738497595077,1.0,11422,1.0 +12069,2019,11462,154341.62179375326,126557.0,82.85842757411477,1.0,11462,1.0 +12069,2018,11450,150039.8927510917,115718.5,0.9396037920446418,1.0,11450,1.0 +12069,2017,13650,135149.21362637362,103927.0,0.9557909601617646,1.0,13650,1.0 +12069,2016,13529,110093.7577795846,94000.0,0.9658221096359959,1.0,13529,1.0 +12069,2015,9976,112937.58590617482,99355.0,0.9739019384311699,1.0,9976,1.0 +12069,2014,9265,100917.24403669724,88514.0,0.9861941718150695,1.0,9265,1.0 +12067,2022,65,91571.4923076923,78684.0,0.908025409665882,1.0,65,1.0 +12067,2021,83,80332.6265060241,73407.0,0.9124109065567201,0.9594933883836412,83,1.0 +12067,2020,82,74138.4512195122,51420.0,0.9709648585937765,1.0,82,1.0 +12067,2019,57,114722.57894736843,88345.0,0.9700501980388814,1.0,57,1.0 +12067,2018,63,62420.142857142855,49840.0,0.9766323657221785,1.0,63,1.0 +12067,2017,94,60767.65957446808,47995.5,0.9451457819960319,1.0,94,1.0 +12067,2016,97,60509.989690721646,50814.0,0.9780554040752271,1.0,97,1.0 +12067,2015,56,66629.89285714286,44953.0,0.6275340599128651,0.7357223787049609,4,0.07142857142857142 +12067,2014,57,61920.80701754386,47822.0,0.9507779067694236,1.0,57,1.0 +12065,2022,194,124488.35567010309,94382.0,0.8903867650685859,1.0,194,1.0 +12065,2021,272,107367.25,89513.0,0.8915071803879958,1.0,272,1.0 +12065,2020,228,89976.57894736843,69941.0,0.896732157857984,1.0,228,1.0 +12065,2019,191,87065.9895287958,75927.0,0.9049696921160594,1.0,191,1.0 +12065,2018,214,82496.42990654205,62721.0,0.924138449735303,1.0,214,1.0 +12065,2017,247,62366.8987854251,45053.0,0.9148700699493688,1.0,247,1.0 +12065,2016,250,74656.208,53395.0,0.9178596566695941,1.0,250,1.0 +12065,2015,138,75927.43478260869,64819.5,0.9239106273213803,1.0,138,1.0 12065,2014,147,84888.93197278911,62827.0,0.9505873525093904,1.0,147,1.0 -06027,2018,244,229165.75819672132,198900.0,,,, -05035,2023,852,19961.92723004695,14855.0,0.19999999999999868,0.2,852,1.0 -08089,2017,262,6092.064885496183,4704.5,0.07687523733180994,0.07200046437223065,262,1.0 -08055,2022,201,9210.243781094527,7182.0,0.07473497898471922,0.06950070209548499,201,1.0 -08059,2014,12193,20533.67735585992,17127.0,,,, -06035,2018,554,141602.42418772564,123075.0,,,, -01093,2020,256,12329.921875,10280.0,0.1535351165360126,0.1798838918936239,256,1.0 -05073,2020,49,10458.367346938776,9580.0,0.19999999999999996,0.2,49,1.0 -06021,2018,352,158440.79829545456,121216.5,,,, -08057,2019,40,20486.475,10700.0,0.08144001304697217,0.07150166632092685,38,0.95 -05019,2019,123,20187.886178861787,18510.0,0.19999999999999954,0.2,123,1.0 -05065,2013,60,11259.833333333334,7395.0,0.19999999999999982,0.2,60,1.0 -08015,2021,770,30120.14285714286,27355.0,0.09124643887881054,0.0715014102509426,770,1.0 -08095,2021,78,12226.794871794871,11205.0,0.07188905261243206,0.07150101174360794,78,1.0 -02090,2021,1748,244372.2900457666,236712.0,1.0,1.0,1748,1.0 -08001,2022,11009,27505.20664910528,23680.0,0.1121791674593975,0.06950476098565271,11009,1.0 -12083,2019,12517,92180.53423344252,75561.0,0.9348165659628985,1.0,12517,1.0 -12027,2020,536,102904.92164179105,86000.0,0.9006780232515987,1.0,536,1.0 -06017,2019,4331,359262.98360655736,304980.0,,,, -12033,2022,8234,174611.3709011416,126750.0,0.8898976889715616,1.0,8234,1.0 -05147,2014,47,6275.808510638298,4244.0,,,, 12063,2023,409,112563.84107579463,90429.0,0.8696378196198756,1.0,409,1.0 -04019,2016,41991,14595.81672263104,11357.0,0.05292200842999466,0.05000033534765491,41948,0.9989759710414137 -01053,2018,13,11847.692307692309,12200.0,0.15386751695145298,0.19967663702506064,13,1.0 -06089,2022,3482,250680.46467547386,224661.0,,,, -06025,2023,1106,184415.4321880651,173105.0,,,, -01091,2017,113,12130.265486725664,10660.0,0.12912087767685348,0.1000721240533718,113,1.0 -09015,2022,1515,139707.3287128713,123410.0,,,, -09011,2018,3555,169221.81744022504,139260.0,,,, -12021,2016,18984,307782.81147281924,173490.5,0.8666717662269492,0.9396763313059233,18984,1.0 -01113,2018,261,19681.45593869732,17500.0,0.15921953539791836,0.19985391704352962,261,1.0 -05001,2016,101,18253.168316831685,16280.0,0.1999999999999996,0.2,101,1.0 -12085,2019,2791,265139.61698316014,179700.0,0.8853299389903082,1.0,2791,1.0 -05049,2016,271,10262.472324723247,8270.0,0.20000000000000084,0.2,271,1.0 -08125,2018,146,8249.109589041096,6950.0,,,, -12081,2017,13660,191591.42818448023,127438.5,0.927049464699578,1.0,13660,1.0 -05083,2018,328,14137.469512195123,11995.0,0.2000000000000012,0.2,328,1.0 -09005,2019,3028,190521.20145310435,142380.0,,,, -06047,2022,3168,225816.62910353535,208583.0,,,, -04021,2016,10799,11673.684878229466,11740.0,0.10888126544436849,0.10000089791593711,10799,1.0 -02230,2018,8,254062.5,258000.0,1.0,1.0,8,1.0 -10003,2021,2430,63660.9670781893,56300.0,,,, -05057,2022,320,16903.71875,12645.0,0.20000000000000115,0.2,320,1.0 -05095,2021,61,8063.2786885245905,7250.0,0.19999999999999982,0.2,61,1.0 -12015,2018,8828,137133.36248300862,108439.0,0.9203737456441969,1.0,8827,0.9998867240598097 -05021,2013,72,9815.833333333334,7140.0,0.1985230631363298,0.2,72,1.0 -08049,2016,1166,20674.210977701543,16145.0,0.10773055029279803,0.07960314335242133,1166,1.0 -06027,2022,198,265691.202020202,238960.0,,,, -05149,2014,210,14496.809523809523,10815.0,0.195588579178847,0.2,210,1.0 -06029,2023,9256,228655.57195332757,202845.5,,,, -08071,2019,276,10034.202898550724,8100.0,0.0949204078078945,0.07151865768014773,276,1.0 -01033,2018,603,15198.573797678275,12500.0,0.12393398639639483,0.10003954132068012,475,0.7877280265339967 -08059,2021,13667,36142.131118753205,30142.0,0.0801607965641074,0.07150006185899495,13560,0.992170922660423 -05001,2019,253,18079.644268774704,13870.0,0.2000000000000007,0.2,253,1.0 -08067,2018,1449,27641.152518978604,24280.0,,,, -01061,2017,320,10943.9375,8830.0,0.1320595234844438,0.10040596588568132,320,1.0 -01103,2022,2236,21786.10465116279,17240.0,0.1254472271914106,0.1,2236,1.0 -08121,2020,95,10150.22105263158,7725.0,0.09024734676577426,0.07150051082119102,92,0.968421052631579 -05069,2021,1089,17012.75482093664,12720.0,0.1999999999999965,0.2,1089,1.0 -06059,2015,34272,535616.7533846872,400000.0,,,, -12011,2016,116630,206032.4297350596,134760.0,1.1468124685000198,0.9141540320431423,116630,1.0 -05015,2019,404,22862.5,18890.0,0.2000000000000015,0.2,404,1.0 -01035,2021,196,10834.994897959185,8640.0,0.14518876223261135,0.10473112757482134,196,1.0 -04013,2022,95977,31408.709888827532,22580.0,0.10644836105185773,0.1,95977,1.0 -05103,2018,306,12618.954248366013,10065.0,0.20000000000000107,0.2,306,1.0 -08021,2016,74,8895.175675675675,7285.5,0.1317016025918904,0.0796032401327698,74,1.0 -02130,2021,217,263157.60368663596,255200.0,0.9021372998490746,1.0,217,1.0 -06063,2015,524,194827.31106870229,161644.0,,,, -01117,2019,4352,26344.370404411766,21400.0,0.12477247921986244,0.10004140786749482,4352,1.0 -06025,2015,1649,121952.64645239539,117050.0,,,, -12005,2019,7898,139698.8096986579,113434.0,0.9891526666328451,1.0,7898,1.0 -12069,2017,13650,135149.21362637362,103927.0,0.9557909601617646,1.0,13650,1.0 -01061,2013,170,9408.117647058823,6980.0,0.11940677348996827,0.10028498355864085,170,1.0 -08033,2022,27,14535.222222222223,9068.0,0.08537525304363236,0.069501250551714,27,1.0 -08003,2016,189,11235.42328042328,10240.0,0.10960172643517342,0.0796010071802903,187,0.9894179894179894 -04012,2020,437,110569.51029748283,64554.0,0.9368568972479692,1.0,437,1.0 -08109,2021,206,12150.563106796117,9056.5,0.08311348102376302,0.0715012713348544,206,1.0 -06023,2019,1823,231784.5172792101,210000.0,,,, -01099,2023,108,16140.185185185184,12810.0,0.14057431317818234,0.1001337065833379,108,1.0 -05095,2018,83,15131.204819277109,9550.0,0.19999999999999968,0.2,83,1.0 -05059,2023,521,17748.301343570056,13245.0,0.20000000000000182,0.2,521,1.0 -04001,2023,364,8624.59065934066,6739.0,0.08160311210690249,0.07726157321490462,364,1.0 -08061,2022,11,6340.0,5160.0,0.07947793945405565,0.06950036881889977,11,1.0 -01105,2019,15,9673.333333333334,8400.0,0.1011806822163648,0.10003279763857002,15,1.0 -09009,2018,11370,164931.01336851364,137700.0,,,, -01107,2016,40,13764.0,13550.0,0.13743746062873313,0.10008821407830752,40,1.0 -06051,2019,644,405332.5046583851,323674.0,,,, -08009,2016,44,4716.181818181818,3345.5,0.0803507927288036,0.07959859826962662,44,1.0 -01109,2021,346,16763.583815028902,14270.0,0.12041205666295049,0.1000309534377409,346,1.0 -12029,2017,319,55935.07210031348,40500.0,0.9655897952010897,1.0,319,1.0 -06015,2015,358,156103.8687150838,134428.0,,,, -08047,2018,186,20619.247311827956,18865.0,0.10166681005370003,0.07200213078212643,186,1.0 -08051,2020,784,38641.31377551021,24010.0,0.09294338792127059,0.07150130181788417,784,1.0 -05125,2017,2958,27209.42190669371,25100.0,0.19999999999999915,0.2,2958,1.0 -01043,2020,9539,18313.037005975468,13720.0,0.134225891283498,0.10015065954195164,9539,1.0 -12011,2017,54606,227985.5587298099,143890.0,0.8378143922200744,0.9094874670410574,54606,1.0 -08047,2017,169,18913.78698224852,17830.0,0.10968076990257344,0.07200419627104096,169,1.0 -08005,2022,12532,34625.590408554104,25291.0,0.07692062933526651,0.06950043566656985,12532,1.0 -10003,2015,6329,73294.4541001738,62000.0,,,, -01005,2021,90,19713.88888888889,14535.0,0.14555555555555535,0.1,90,1.0 -12045,2018,548,170182.99635036496,101565.5,0.9580788942543623,1.0,548,1.0 -05139,2020,293,24093.31058020478,17760.0,0.200000000000001,0.2,293,1.0 -08077,2020,4726,17135.696148963183,15155.0,0.09745006180133976,0.07150946764721502,4726,1.0 -08105,2020,304,16744.253289473683,12866.0,0.09445607177581114,0.07150091763547241,304,1.0 -01009,2020,633,15783.94944707741,13840.0,0.1124467261470311,0.09625227010070993,633,1.0 -08037,2017,1760,70970.60227272728,38325.0,0.09107418703402541,0.07200046446058539,1760,1.0 -05089,2015,163,14665.858895705522,13670.0,0.1826059399157746,0.2,163,1.0 -01067,2018,300,22775.316666666666,19130.5,0.19766658576883683,0.2,300,1.0 -09015,2018,1073,135141.6402609506,119600.0,,,, -06111,2021,11524,566484.1146303366,455267.5,,,, -06091,2023,68,288856.1323529412,261042.5,,,, -08003,2015,225,11836.542222222222,10947.0,0.1106377068439671,0.07960065586833596,225,1.0 -06079,2019,4482,481329.7300312361,410098.0,,,, -06021,2021,302,181121.58609271524,156645.0,,,, -05017,2016,4,25830.0,23115.0,0.2,0.2,4,1.0 -01123,2020,25,227116.0,145640.0,1.0,1.0,25,1.0 -08103,2012,94,13765.63829787234,13380.0,,,, -09013,2022,1997,173097.61742613922,152080.0,,,, -05127,2020,117,14675.128205128205,11760.0,0.19999999999999957,0.2,117,1.0 -06097,2017,6787,426938.0,354894.0,,,, -08073,2016,79,7304.848101265823,4183.0,0.10790183898151261,0.07960229501765398,79,1.0 -08105,2016,275,18963.261818181818,11440.0,,,, -08013,2016,5966,37474.2437143815,25556.0,,,, -01109,2014,259,118396.02316602317,103800.0,1.0,1.0,259,1.0 -01009,2017,209,15881.33971291866,14500.0,0.10692850031139409,0.1000904042360842,209,1.0 -06051,2016,558,344078.8136200717,264955.5,,,, -12067,2015,56,66629.89285714286,44953.0,0.6275340599128651,0.7357223787049609,4,0.07142857142857142 -02122,2020,1057,260115.23178807946,238500.0,1.0,1.0,1057,1.0 -08039,2018,659,26354.355083459788,26970.0,0.10429082453196169,0.0720038350910834,659,1.0 -01117,2014,4465,22217.146696528554,17940.0,0.13478862508488548,0.10006227942702928,4465,1.0 -04001,2019,369,7587.747967479675,5706.0,0.08832254149222722,0.08371684524855086,369,1.0 -08051,2015,240,32081.75,17155.0,0.1003807765223461,0.07960122428387763,240,1.0 -05069,2019,778,17683.933161953726,13150.0,0.19999999999999962,0.2,778,1.0 -08033,2019,41,14719.609756097561,14036.0,0.10013195163690339,0.07960009658995465,41,1.0 -06085,2021,22173,843826.6477698102,673611.0,,,, -02110,2021,616,373659.1720779221,358000.0,1.0,1.0,616,1.0 -06077,2022,10765,272556.5346028797,215147.0,,,, -01043,2021,2713,18560.589753040913,14400.0,0.13049570473296718,0.10015082956259427,2713,1.0 -12073,2020,5387,183983.44458882496,132995.0,0.9486863027704562,1.0,5387,1.0 -04005,2018,2994,23224.173012692052,19062.5,0.10930245146557362,0.1000010886052154,2994,1.0 -01051,2014,1006,185273.53876739563,131935.0,,,, -01091,2013,10,1528.0,1340.0,0.07669965759866595,0.07723149333887588,10,1.0 -04027,2019,4882,9337.82507169193,7193.5,0.10089206659682842,0.09999723993265436,4882,1.0 -05061,2019,207,19831.44927536232,14770.0,0.20000000000000023,0.2,207,1.0 -01133,2023,821,31733.88550548112,15280.0,0.1558438010269286,0.19943019943019943,821,1.0 -06105,2018,273,171939.4065934066,144527.0,,,, -08107,2018,984,37273.922764227646,27170.0,0.09085636741784603,0.07200108008404829,984,1.0 -05021,2020,116,10705.689655172413,8990.0,0.19999999999999957,0.2,116,1.0 -06093,2020,1005,160531.85074626867,140000.0,,,, -08095,2019,79,13560.759493670887,10780.0,0.08578495431518156,0.07151072394624183,79,1.0 -01017,2016,302,11647.48344370861,9930.0,0.14849519675438835,0.15244554228840382,302,1.0 -05093,2013,422,15023.9336492891,11704.5,0.19999937818339644,0.2,422,1.0 -08117,2015,2237,39176.56995976755,29162.0,0.09296963063290911,0.07959890463917525,2237,1.0 -06009,2023,805,306968.6111801242,278769.0,,,, -06037,2019,78793,607112.41299354,395955.0,,,, -05009,2014,455,20646.31868131868,18510.0,,,, -06091,2020,93,222578.1505376344,189497.0,,,, -08061,2012,16,3206.875,2110.0,0.08020829718647286,0.07961551172930925,16,1.0 -12047,2020,141,61029.85106382979,48235.0,0.9465738609532977,1.0,141,1.0 -12037,2020,620,253140.06129032257,160216.0,0.9622873872906383,1.0,620,1.0 -05043,2020,204,16331.470588235294,12525.0,0.2000000000000002,0.2,204,1.0 -12001,2015,5622,121067.78904304518,88700.0,0.94949543523292,1.0,5622,1.0 -12083,2018,11723,97505.12616224516,71855.0,0.9413131610687758,1.0,11694,0.9975262304870767 -05049,2013,213,11636.948356807512,8000.0,0.20000000000000032,0.2,213,1.0 -01021,2023,782,37874.168797953964,31200.0,0.19999999999999957,0.2,782,1.0 -12047,2019,137,68438.56204379562,52615.0,0.9649585342133736,1.0,137,1.0 -06003,2023,71,433890.40845070424,326500.0,,,, -12055,2020,3167,101826.4161667193,89075.0,0.9257705092565276,1.0,3167,1.0 -05105,2015,112,11997.142857142857,9843.0,,,, -09009,2016,10012,167017.91739912104,138345.0,,,, -12027,2015,535,86074.89158878505,56701.0,0.9647639707585273,1.0,535,1.0 -08099,2014,147,10906.612244897959,5094.0,,,, -05031,2015,1798,21029.032258064515,18705.0,,,, -01085,2016,33,14305.454545454546,9600.0,0.1393718964222937,0.10015878832295103,33,1.0 -05063,2015,1113,17598.598382749326,14450.0,0.19645289325943965,0.2,1113,1.0 -01089,2022,10905,28705.821182943604,22840.0,0.13899942662794892,0.10009041591320073,10905,1.0 -08031,2019,15546,42689.82181911746,27925.0,0.07878576403054435,0.07150268336314848,15545,0.9999356747716455 -01075,2017,44,8197.272727272728,7420.0,0.1223207311813574,0.10009640562210104,44,1.0 -08065,2018,201,13007.636815920398,11523.0,0.11229965663889831,0.07200116633274502,201,1.0 -12023,2022,1384,113333.3323699422,94630.5,0.8939537525128343,1.0,1384,1.0 -05097,2019,81,14652.962962962964,10100.0,0.19999999999999968,0.2,81,1.0 -05069,2014,263,6715.741444866921,4560.0,,,, -12035,2017,4243,132013.1998585906,111376.0,0.9512752995616099,1.0,4243,1.0 -06015,2014,277,150199.72202166065,133201.0,,,, -05061,2021,269,19181.97026022305,14680.0,0.20000000000000084,0.2,269,1.0 -01099,2020,252,12826.984126984127,10570.0,0.12943342252784434,0.10014034756042725,252,1.0 -12009,2022,19251,191471.74640278428,151050.0,0.8408022628214338,1.0,19251,1.0 -01111,2013,90,192730.3111111111,168770.0,1.0,1.0,90,1.0 -08025,2016,66,4129.136363636364,3352.5,0.09367205512873059,0.07968369455267688,66,1.0 -08031,2020,15686,37382.36197883463,29220.0,0.07570411093413883,0.07150251179783833,15686,1.0 -06041,2014,3526,738903.2918321043,537023.0,,,, -02150,2020,144,314287.5,314300.0,1.0,1.0,144,1.0 -01097,2013,5845,17656.475620188194,13800.0,0.1476601838423947,0.10062893081761007,5845,1.0 -05143,2015,8904,28170.1572327044,23735.0,0.18589406148372414,0.2,8904,1.0 -01043,2022,2594,22582.282189668465,16420.0,0.12889209745852212,0.10012523486438249,2594,1.0 -01025,2016,56,11556.785714285714,10470.0,0.1399737402096869,0.10031378541498481,56,1.0 -05115,2022,1292,27073.71517027864,23540.0,0.19999999999999526,0.2,1292,1.0 -08029,2018,797,11993.994981179423,9762.0,0.10127225374066753,0.07200106866150147,797,1.0 -01129,2023,173,16529.47976878613,11620.0,0.16127167630057795,0.2,173,1.0 -05037,2020,182,23102.197802197803,19070.0,0.19999999999999987,0.2,182,1.0 -12041,2014,17,63414.05882352941,59674.0,0.9825661562527122,1.0,17,1.0 -06065,2021,107492,343878.9760447289,293368.0,0.6735266629340542,0.7210696180111429,99324,0.9240129498009154 -01121,2018,1476,16040.853658536585,11900.0,0.14793628837770817,0.11208153545070854,1476,1.0 -05113,2018,386,15748.80829015544,12720.0,0.20000000000000145,0.2,386,1.0 -08027,2020,235,19332.987234042554,16900.0,0.08678625461860229,0.07151441357390217,235,1.0 -12053,2015,5228,81922.98240244835,73677.0,0.9692185565766739,1.0,5228,1.0 -06051,2017,670,352597.51641791046,275000.0,,,, -02195,2016,28,236471.42857142858,201850.0,,,, -05117,2013,17,9497.64705882353,8540.0,0.20000000000000004,0.2,17,1.0 -06109,2020,1700,227200.2711764706,214931.5,,,, -01069,2020,2257,19206.920691182986,14860.0,0.14566201814755994,0.10019960079840319,2257,1.0 -01067,2023,356,30685.738764044945,26008.5,0.1957865937632211,0.2,356,1.0 -05149,2020,317,17359.028391167194,13460.0,0.20000000000000115,0.2,317,1.0 -01067,2017,281,23680.491103202847,20982.0,0.19537369594454787,0.2,281,1.0 -08109,2017,132,9174.530303030304,7390.0,0.10354374433940274,0.07200176582885748,132,1.0 -08085,2023,700,30806.542857142857,27180.0,0.07156432191509039,0.06950131839660684,700,1.0 -05009,2019,641,21698.51794071763,18640.0,0.20000000000000198,0.2,641,1.0 -05087,2023,299,23465.45150501672,16970.0,0.20000000000000104,0.2,299,1.0 -12061,2021,7249,258257.45716650572,151798.0,0.9031583175375144,1.0,7230,0.997378948820527 -05043,2022,189,22928.88888888889,20300.0,0.19999999999999998,0.2,189,1.0 -06103,2018,1137,161028.41248900615,135251.0,,,, -02275,2015,9,171966.66666666666,191800.0,,,, -01019,2022,780,11478.589743589744,6450.0,0.10469045922083307,0.1,780,1.0 -06063,2014,479,194025.8872651357,159597.0,,,, -12071,2022,31963,236360.97106028846,164259.0,0.7569508472159114,0.7816481278716372,31963,1.0 -02090,2022,1608,258199.40049751243,255372.0,1.0,1.0,1608,1.0 -05129,2021,208,10612.639423076924,8230.0,0.20000000000000023,0.2,208,1.0 -01069,2015,35,47591.71428571428,8600.0,0.1485714285714286,0.1,35,1.0 -05145,2017,1051,21253.901046622264,18650.0,,,, -06055,2019,1604,564445.1346633417,454224.5,,,, -05035,2022,1021,23821.92948090108,16860.0,0.199999999999997,0.2,1021,1.0 -06001,2017,18195,484741.6630392965,401800.0,,,, -08119,2022,815,23259.84417177914,22240.0,0.06856795933352137,0.06949824289579755,815,1.0 -08121,2013,72,4845.013888888889,4082.5,,,, -01057,2015,234,9026.239316239316,6750.0,0.13765359083563,0.10086517708996096,234,1.0 -05107,2014,209,8043.1578947368425,4880.0,0.1961398683518509,0.2,209,1.0 -08035,2014,9248,22021.154844290657,19500.0,,,, -05125,2018,2911,30185.04637581587,26010.0,0.1999999999999984,0.2,2911,1.0 -08027,2019,194,16439.18556701031,13620.0,0.10819940799416093,0.07151544228301847,194,1.0 -08085,2019,1010,17231.059405940596,15265.0,0.10496164198986388,0.07149729149292203,1010,1.0 -08115,2017,53,5442.075471698113,4540.0,0.07645578950232614,0.07202056276138205,53,1.0 -01009,2021,648,15870.895061728395,13780.0,0.11978476925579107,0.10005783711491031,648,1.0 -01131,2017,30,12274.933333333332,11347.0,0.10666666666666672,0.1,30,1.0 -01131,2014,6,104845.0,111280.0,1.0,1.0,6,1.0 -06113,2014,2155,272300.42134570767,227391.0,,,, -12073,2022,5363,241042.14488159612,138929.0,0.9164979139845844,1.0,5363,1.0 -12017,2017,5601,85808.1281913944,68142.0,0.9415506416549657,1.0,5601,1.0 -08001,2015,20940,16717.60429799427,14760.0,0.08604273048347287,0.0795986189201844,20940,1.0 -01007,2014,101,8911.287128712871,4480.0,0.11919856636062517,0.09177631578947368,101,1.0 -01095,2020,1809,20018.021006080708,14900.0,0.1389879705673196,0.10017094017094016,1809,1.0 -09009,2014,8383,171912.61338422998,140490.0,,,, -05077,2020,35,17216.0,10530.0,0.2000000000000001,0.2,35,1.0 -05027,2023,307,19854.57003257329,14050.0,0.2000000000000011,0.2,307,1.0 -04027,2018,4235,9798.719244391972,7121.0,0.10129416285264772,0.09999589465689596,4235,1.0 -05085,2015,1401,20712.675945753035,20410.0,,,, -12059,2015,139,54480.69784172662,45113.0,0.9709721594505346,1.0,139,1.0 -01107,2013,53,107426.7924528302,95960.0,1.0,1.0,53,1.0 -12073,2017,5942,184732.6169639852,110023.0,0.9622875081103214,1.0,5942,1.0 -08101,2022,3849,13926.106261366589,12210.0,0.07723538266169605,0.06949973767861001,3849,1.0 -05047,2013,121,11379.669421487602,10270.0,0.19999999999999957,0.2,121,1.0 -09011,2016,3143,169068.15590200445,141000.0,,,, -01129,2014,48,5800.0,3980.0,0.10059194360279747,0.10012771392081737,47,0.9791666666666666 -08097,2022,655,198941.69465648854,78500.0,0.07248267584570788,0.06950013678821276,655,1.0 -05077,2019,45,13062.888888888889,9340.0,0.2,0.2,45,1.0 -09005,2015,2388,198356.87060301506,148637.0,,,, -06057,2018,2628,370506.56392694067,309697.5,,,, -06051,2020,761,447333.45992115635,352843.0,,,, -01027,2023,108,19669.85185185185,16554.0,0.17129629629629606,0.2,108,1.0 -01123,2016,245,226423.88571428572,168980.0,1.0,1.0,245,1.0 -05053,2014,203,16119.950738916255,12090.0,0.19582590087580223,0.2,203,1.0 -08121,2012,138,5947.913043478261,5346.0,0.09812817512961909,0.0796051516692086,138,1.0 -06051,2021,809,458235.803461063,362285.0,,,, -12001,2019,5270,150772.17855787475,115240.5,0.9340730239284084,1.0,5270,1.0 -09003,2023,10170,180521.70314650933,159600.0,,,, -09011,2014,2769,166971.87432286024,139200.0,,,, -06061,2019,9212,408924.91858445504,353052.5,,,, -08005,2023,9228,38492.969874295624,31731.0,0.06125803061614859,0.06008167462946756,9228,1.0 -06053,2014,3343,435971.40682022134,275000.0,,,, -05013,2018,65,11218.923076923076,9490.0,0.1999999999999998,0.2,65,1.0 -08037,2023,1372,123685.64868804664,79745.0,0.06712953382671703,0.06700013370913416,1372,1.0 -01121,2019,1582,15374.513274336283,11870.0,0.15009303647971295,0.15182713073984122,1582,1.0 -01097,2017,7161,21354.615277195924,14540.0,0.16343305509818468,0.14,7092,0.9903644742354419 -01085,2015,31,142945.48387096773,100910.0,1.0,1.0,31,1.0 -06071,2022,28171,315099.23343154305,250186.0,,,, -12013,2019,139,57913.87050359712,46348.0,0.986191831869266,1.0,139,1.0 -08053,2020,4,53330.0,37070.0,0.11307365258508288,0.07150453541201753,4,1.0 -01051,2016,814,21801.135135135137,17525.0,0.13587223587223524,0.1,814,1.0 -01009,2014,502,12478.685258964144,11150.0,0.11744162809096864,0.10014673711770836,502,1.0 -05051,2014,2000,25181.7045,18770.0,,,, -08007,2016,311,15024.11575562701,11660.0,0.1405492275386193,0.07962065331928346,311,1.0 -05143,2018,4267,30032.563862198265,25170.0,0.20000000000001336,0.2,4267,1.0 -08121,2018,64,5639.609375,4413.0,0.08546802907723629,0.07200006001260265,64,1.0 -06043,2022,346,248265.81791907514,222499.5,,,, -08083,2021,540,22356.616666666665,15999.5,0.10141944149958129,0.07960032366753499,540,1.0 -04015,2023,11364,19618.90214713129,15593.5,0.09201037003004493,0.09999060199477536,11364,1.0 -02185,2019,16,192106.25,195200.0,1.0,1.0,16,1.0 -12005,2015,5660,140741.3245583039,110050.0,0.9695661417259586,1.0,5660,1.0 -05143,2014,2979,24779.549513259484,20660.0,,,, -08095,2022,98,16378.57142857143,9520.0,0.0729179115265235,0.06950572769796376,98,1.0 -04021,2021,17959,13345.243164986914,13832.0,0.11665426510674462,0.09999853137712766,17959,1.0 -01001,2017,507,16793.096646942802,15260.0,0.1208851406945392,0.1000679809653297,507,1.0 -06041,2017,3438,836283.1050029086,630183.5,,,, -05055,2023,893,24272.239641657336,20870.0,0.1999999999999982,0.2,893,1.0 -06095,2015,6952,258689.55279056387,225866.0,,,, -12015,2014,7581,106638.44004748714,82863.0,0.7819651322137835,0.7898346920099739,6429,0.84804115552038 -06079,2023,2773,596302.3119365309,505711.0,,,, -06109,2014,1141,168107.3444347064,153035.0,,,, -05063,2016,378,19481.5873015873,16190.0,,,, 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-01027,2022,318,15583.031446540881,12232.0,0.16540880503144745,0.2,318,1.0 -06095,2017,7188,296756.3685308848,260000.0,,,, -12035,2014,3540,122592.70621468927,107004.5,0.9777980518064874,1.0,3540,1.0 -06105,2019,381,172700.41994750657,142800.0,,,, -05099,2016,29,8894.137931034482,5010.0,,,, -06045,2017,1104,277229.5326086957,235503.5,,,, -08001,2020,11687,24905.080859074184,23250.0,0.1068579206070543,0.0715029124427143,11687,1.0 -01125,2014,2532,23935.422590837283,17770.0,0.1504344391785138,0.2,2532,1.0 -12063,2019,462,71531.00216450216,57208.0,0.9864405464460215,1.0,462,1.0 -01063,2015,21,8054.285714285715,6120.0,0.09781397388641333,0.10009699321047527,21,1.0 -01045,2013,431,11190.62645011601,10020.0,0.13279603974060167,0.10015011794981771,431,1.0 -08089,2021,664,5775.596385542169,4344.5,0.07553912778950769,0.07149983372131692,664,1.0 -05077,2016,37,12532.972972972973,8420.0,,,, -04021,2020,16890,12079.34304322084,12163.5,0.12146348877234328,0.09999895381379581,16890,1.0 -06061,2023,6675,535825.6488389514,449249.0,,,, -10005,2019,6989,20924.266704821865,14350.0,0.5757426792401426,0.5,6978,0.9984260981542424 -05137,2016,137,14988.102189781022,13610.0,0.1999999999999995,0.2,137,1.0 -02122,2022,696,232464.0804597701,222850.0,1.0,1.0,696,1.0 -05011,2019,87,17297.241379310344,11830.0,0.19999999999999965,0.2,87,1.0 -06105,2020,451,188918.8736141907,157439.0,,,, -12067,2017,94,60767.65957446808,47995.5,0.9451457819960319,1.0,94,1.0 -01127,2023,15,20700.0,16840.0,0.17333333333333337,0.2,15,1.0 -08079,2015,37,15682.351351351352,14262.0,0.09667220365155772,0.07959976875987158,37,1.0 -08099,2017,164,6149.524390243902,5560.0,0.08197461207374403,0.07200152656519446,164,1.0 -05009,2022,653,24221.516079632467,21260.0,0.20000000000000173,0.2,653,1.0 -06023,2018,1793,219937.19520356943,199922.0,,,, -05147,2019,57,10051.40350877193,9300.0,0.19999999999999984,0.2,57,1.0 -06101,2020,1243,227217.89380530972,214583.0,,,, -01075,2016,15,6737.333333333333,6800.0,0.12881752388181336,0.10020986358866736,15,1.0 -08025,2013,48,5054.0,3760.0,0.0823510427905987,0.07965889654277125,48,1.0 -01107,2020,66,10601.515151515152,8060.0,0.13700479808622504,0.1003418806270054,66,1.0 -05133,2021,160,19278.6875,14505.0,0.19999999999999948,0.2,160,1.0 -05149,2019,454,17912.62114537445,14035.0,0.20000000000000165,0.2,454,1.0 -06041,2020,3572,1102082.872900336,800278.5,,,, -12049,2014,494,52346.43319838057,39258.0,0.9797066505256302,1.0,494,1.0 -06109,2019,1290,218406.0015503876,192251.0,,,, -05037,2018,139,20393.956834532375,17150.0,0.1999999999999995,0.2,139,1.0 -12001,2022,5675,251639.56881057267,132625.0,0.9091437604054544,1.0,5675,1.0 -12007,2020,446,87081.78923766816,69292.0,0.9774436341981895,1.0,446,1.0 -05067,2014,123,8656.747967479674,6450.0,0.18899777453740244,0.2,123,1.0 -12039,2014,389,78419.7146529563,66229.0,0.9847436758633595,1.0,389,1.0 -06045,2019,1178,280501.84380305605,237277.5,,,, -01109,2020,235,14294.63829787234,12840.0,0.1292957969870216,0.10006469700237222,235,1.0 -05055,2016,1612,18740.545905707197,17330.0,0.1927014378807171,0.2,1611,0.999379652605459 -05131,2015,3437,24247.63165551353,18530.0,0.19839682330987535,0.2,3428,0.9973814372999709 -05097,2014,38,17196.842105263157,8435.0,,,, -09015,2017,1624,127282.80172413793,110440.0,,,, -01027,2020,183,16687.84699453552,13608.0,0.16229508196721304,0.2,183,1.0 -01119,2013,139,8584.31654676259,5380.0,0.10637626836043386,0.10014374700527072,139,1.0 -01123,2017,291,248715.87628865978,159540.0,1.0,1.0,291,1.0 -06037,2023,52978,735171.8980520216,473435.5,,,, -12011,2021,51954,307278.6742118028,202595.0,0.8411223914078196,0.9547082906857728,51952,0.9999615044077453 -01029,2022,276,28977.231884057972,21711.0,0.2000000000000009,0.2,276,1.0 -01119,2020,129,17660.496124031008,11000.0,0.18527131782945705,0.2,129,1.0 -04001,2014,322,9720.33850931677,7808.0,,,, -08049,2014,759,22878.02371541502,16820.0,0.09952343084232028,0.07960526315789473,751,0.9894598155467721 -02060,2020,1,232800.0,232800.0,1.0,1.0,1,1.0 -12059,2014,112,62918.63392857143,53073.0,0.9759409975039063,1.0,112,1.0 -01047,2022,824,13325.922330097088,10360.0,0.1554439381805604,0.2,824,1.0 -05061,2018,198,17679.131313131315,12560.0,0.20000000000000012,0.2,198,1.0 -05073,2023,76,11503.947368421053,8000.0,0.1999999999999997,0.2,76,1.0 -08097,2014,688,165360.98837209304,84290.0,,,, -06045,2015,1041,243720.558117195,210317.0,,,, -06103,2015,1044,144950.36781609195,108986.5,,,, -05139,2023,516,24176.143410852714,17175.0,0.2000000000000018,0.2,516,1.0 -04015,2018,7093,12539.652474270408,10285.0,0.11146188616834503,0.10000195905573514,7093,1.0 -12053,2019,6789,93999.94225953749,84954.0,0.9067763080479816,1.0,6788,0.9998527029017529 -01127,2019,5416,15455.878877400295,11540.0,0.1436791311742379,0.1037156704361874,5416,1.0 -06023,2020,1858,240583.67922497308,219908.5,,,, -08087,2022,364,17291.978021978022,14495.0,0.07276172468060527,0.0695018363152955,364,1.0 -08109,2015,108,8266.185185185184,7106.0,0.10973388687908149,0.07960186688089815,108,1.0 -08093,2022,728,27742.957417582416,24740.0,0.07824440036752893,0.0695001274965901,728,1.0 -05013,2015,31,9185.483870967742,8810.0,0.19612834513977834,0.2,31,1.0 -06045,2014,869,236782.59493670886,209205.0,,,, -06041,2016,2995,788094.4611018364,607706.0,,,, -04007,2024,60,30917.633333333335,25905.5,0.09999914644045628,0.09999979229761727,60,1.0 -05051,2016,2064,28454.56879844961,22615.0,,,, -05053,2017,177,20427.627118644068,17070.0,0.1999999999999998,0.2,177,1.0 -05047,2018,255,13754.235294117647,11680.0,0.20000000000000073,0.2,255,1.0 -05115,2021,1649,28418.186779866584,24600.0,0.19999999999999385,0.2,1649,1.0 -01057,2013,15,13216.0,13120.0,0.14010549638353895,0.10026246719160105,15,1.0 -12077,2019,61,64178.13114754098,40027.0,0.9636247388642748,1.0,61,1.0 -05065,2022,202,18959.356435643564,11400.0,0.20000000000000018,0.2,202,1.0 -08011,2017,48,5295.291666666667,4314.0,0.08597076498968126,0.07200227961172723,48,1.0 -01031,2015,797,15356.085319949812,13120.0,0.1331735224661013,0.10014122480421107,797,1.0 -06025,2020,1524,174290.55839895012,161626.5,,,, -06057,2022,2499,451146.1156462585,383678.0,,,, -08065,2014,111,14356.333333333334,11655.0,0.10807845225001254,0.07960027804350968,111,1.0 -04003,2021,3311,12836.870733917245,10460.0,0.10371591291867627,0.10000072041438235,3311,1.0 -06001,2023,1032,659998.0290697674,536229.0,,,, -05017,2014,95,15028.21052631579,9430.0,0.18699411189345888,0.2,95,1.0 -10001,2021,4848,49777.24834983498,40800.0,,,, -01035,2019,52,9414.615384615385,8020.0,0.13222429923313989,0.10058323031392823,52,1.0 -06115,2016,1627,158423.44560540872,141408.0,,,, -05037,2014,154,19379.467532467534,16405.0,,,, -12023,2019,1219,89896.33716160788,76599.0,0.9562806331327124,1.0,1219,1.0 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-06029,2014,12391,138339.67242353322,115383.0,,,, -05033,2020,1243,21198.601769911504,17810.0,0.19999999999999551,0.2,1243,1.0 -02195,2015,31,196003.2258064516,196900.0,,,, -08057,2021,39,16640.410256410258,12059.0,0.07829488377972524,0.07150118959029882,39,1.0 -05049,2019,272,12282.757352941177,10470.0,0.20000000000000084,0.2,272,1.0 -01025,2015,12,15190.0,12270.0,0.12507612569123908,0.10010132550512092,12,1.0 -12035,2020,5301,162515.1363893605,140005.0,0.9405727687902669,1.0,5301,1.0 -05083,2020,107,15485.046728971962,12270.0,0.1999999999999996,0.2,107,1.0 -08111,2014,9,19101.777777777777,16856.0,0.10297816912455059,0.07960167563468275,9,1.0 -08125,2015,272,9898.308823529413,8210.0,0.08240257066326723,0.07962223793168337,272,1.0 -12051,2015,634,63240.788643533124,52375.0,0.9783862659045245,1.0,634,1.0 -04023,2015,553,9912.435804701627,7008.0,0.09790309164046104,0.0905736994577463,553,1.0 -01089,2023,7738,36834.09149651073,28950.0,0.13816542191622305,0.10006133093200448,7738,1.0 -04013,2023,61808,41020.278815040125,32120.0,0.10004530527571878,0.1,61808,1.0 -09011,2022,3642,182040.14250411862,148815.0,,,, -02170,2017,152,221130.26315789475,215600.0,,,, -05081,2018,166,11802.349397590362,10050.0,0.1999999999999996,0.2,166,1.0 -12041,2020,375,72602.68533333333,53442.0,0.9338693184857974,1.0,375,1.0 -08047,2019,167,23235.62874251497,22010.0,0.10560021523487649,0.07150563794453024,167,1.0 -05043,2019,272,17390.0,13710.0,0.20000000000000084,0.2,272,1.0 -12055,2015,2710,74169.2815498155,59758.5,1.0086988183286418,1.0,2710,1.0 -09005,2020,3756,220898.7425452609,157405.0,,,, -08005,2017,14766,28496.344778545306,20678.0,0.08219577589095961,0.072,14766,1.0 -08101,2017,3903,12120.520112733795,10430.0,0.08386143359727964,0.07200012413814506,3903,1.0 -01081,2015,199,24981.80904522613,18840.0,0.15402816278502907,0.19995335458291222,199,1.0 -01059,2022,662,14246.827794561934,11900.0,0.12941667041587612,0.10044994888094828,662,1.0 -05103,2015,518,15415.328185328186,8930.0,0.19999988068468794,0.2,518,1.0 -09013,2020,2181,167805.63136176066,152390.0,,,, -04013,2019,115604,25032.017940555692,17700.0,0.10784561121639852,0.1,115604,1.0 -06043,2023,329,236914.55623100305,212168.0,,,, -01023,2014,63,69652.85714285714,56260.0,1.0,1.0,63,1.0 -08027,2015,148,183003.27702702704,167728.0,1.0,1.0,148,1.0 -08057,2016,30,8905.2,7728.0,0.08004162195189751,0.0795993398926281,29,0.9666666666666667 -08107,2021,1222,55510.88379705401,35075.0,0.0827783920161417,0.07150229485188432,1222,1.0 -02020,2022,4637,346744.1880526202,326400.0,1.0,1.0,4637,1.0 -08073,2019,98,9229.734693877552,6903.5,0.0928274302039993,0.07150036755188302,98,1.0 -09007,2014,1897,194099.09172377439,163870.0,,,, -12005,2014,5185,133297.21851494696,109717.0,0.9797522838128575,1.0,5185,1.0 -02195,2019,27,220911.11111111112,212800.0,,,, -01001,2014,452,18350.66371681416,16990.0,0.1306507654576545,0.10004191505365326,452,1.0 -05055,2015,512,18384.94140625,15305.0,,,, -05025,2013,17,8587.64705882353,8850.0,0.1975345030282849,0.2,17,1.0 -06105,2016,498,133173.9156626506,105971.0,,,, -06045,2021,1333,305615.4981245311,252589.0,,,, -08009,2014,39,4404.717948717948,3140.0,0.0851432396535452,0.0796047293381245,39,1.0 -08099,2016,185,6736.356756756757,5725.0,,,, -06059,2021,39727,763734.542150175,545012.0,,,, -06107,2019,5313,164211.04310182572,141716.0,,,, -02090,2015,764,207354.11910994764,200015.0,1.0,1.0,764,1.0 -12085,2015,3507,200389.42629027658,127439.0,0.9277357500678699,1.0,3507,1.0 -05137,2020,214,17786.21495327103,14815.0,0.20000000000000032,0.2,214,1.0 -08049,2012,71,25426.478873239437,18950.0,0.08859732031964951,0.07960083546066372,71,1.0 -01047,2023,566,13171.766784452297,10040.0,0.15135361239002432,0.2,566,1.0 -08091,2021,236,36742.1186440678,30515.0,0.10194885058978652,0.07150568415284514,236,1.0 -08041,2019,39550,21678.642225031606,18630.0,0.08250774747696567,0.07150289017341041,39550,1.0 -01099,2019,813,13237.466174661746,10940.0,0.1329638541158792,0.10014030164854437,813,1.0 -12069,2023,7619,237238.31421446384,200510.0,0.8130733277530674,0.9575967084374472,7619,1.0 -05149,2015,199,13080.603015075378,9690.0,0.18955759090182675,0.2,199,1.0 -01115,2022,2270,28044.604405286344,19671.0,0.12947136563876416,0.1,2270,1.0 -01077,2015,1950,16526.235897435898,13100.0,0.13345642196430801,0.10013840890108122,1950,1.0 -01085,2018,31,12529.032258064517,10620.0,0.12611879329424094,0.10011664074650077,31,1.0 -06001,2016,17760,460814.9330518018,374247.5,,,, -02020,2014,3041,291149.2929957251,268900.0,1.0,1.0,3041,1.0 -01093,2015,433,11223.140877598153,9180.0,0.14296911393365158,0.10079275198187995,433,1.0 -05023,2023,653,34473.540581929556,24743.0,0.20000000000000173,0.2,653,1.0 -05043,2017,237,18243.79746835443,14950.0,,,, -06009,2019,1248,227191.0544871795,213231.0,,,, -08014,2017,1719,37866.72484002327,27140.0,0.09613818783287623,0.07960234083057181,1719,1.0 -05127,2021,173,17604.16184971098,12940.0,0.19999999999999973,0.2,173,1.0 -06035,2021,592,157936.5945945946,131586.0,,,, -08031,2014,14951,23515.752792455354,16310.0,,,, -06079,2015,4795,378943.11386861315,313530.0,,,, -01077,2014,1597,16035.42892924233,12900.0,0.1316282163866257,0.1001310615989515,1597,1.0 -09001,2015,11144,388738.22819454415,248785.0,,,, -02220,2019,67,342980.5970149254,336400.0,,,, -06059,2016,35529,568998.2553125615,420000.0,,,, -05071,2020,362,22251.10497237569,18475.0,0.20000000000000134,0.2,362,1.0 -01003,2016,6703,29018.10234223482,19800.0,0.1511738986137143,0.2,6703,1.0 -06115,2014,1412,135857.1111898017,129609.5,,,, -06051,2022,589,486841.2869269949,378000.0,,,, -08101,2014,2803,10433.772386728506,8975.0,,,, -05031,2023,1502,35719.521970705726,30420.0,0.19999999999999435,0.2,1502,1.0 -05135,2014,359,11399.108635097493,10470.0,0.20000000000000134,0.2,359,1.0 -08085,2021,1249,20685.212169735787,18160.0,0.10673216368185058,0.07150259067357513,1249,1.0 -05099,2020,99,10233.333333333334,7770.0,0.19999999999999962,0.2,99,1.0 -05051,2018,2637,30888.03033750474,22380.0,0.19999999999999352,0.2,2637,1.0 -05081,2016,117,12102.350427350428,9250.0,,,, -12061,2022,5770,246920.68665511266,162343.0,0.8584749196599166,1.0,5770,1.0 -08093,2016,935,17570.83422459893,16420.0,0.11326545314911317,0.07960784002161012,935,1.0 -01127,2014,300,11871.6,9540.0,0.13567199760856583,0.10056136022940591,300,1.0 -06009,2020,1522,254277.30420499342,238066.5,,,, -05149,2018,224,17093.839285714286,12325.0,0.20000000000000043,0.2,224,1.0 -06075,2014,6126,743962.9820437479,614740.0,,,, -09001,2021,17372,457922.6726341239,273720.0,,,, -01097,2020,7244,21449.59966869133,14170.0,0.13898398674767048,0.1,7244,1.0 -06097,2019,6698,441258.99567034934,376066.5,,,, -05087,2015,203,14717.857142857143,11060.0,0.19228366875986402,0.2,203,1.0 -08083,2022,237,21894.881856540083,15797.0,0.10090672890413406,0.07960045432886097,237,1.0 -08075,2015,369,40369.94579945799,35210.0,0.3499649513477768,0.35000490340296164,369,1.0 -12061,2020,6131,239546.20583917794,141877.0,0.9091532643597982,1.0,6131,1.0 -08073,2018,107,8183.4953271028035,5550.0,0.10576355603177451,0.07200145825738243,107,1.0 -10005,2018,6677,22391.214467575257,19400.0,0.5,0.5,6677,1.0 -01115,2021,2653,27663.471918582738,23598.0,0.12796833790095202,0.1,2653,1.0 -05031,2016,1779,22678.903878583475,19780.0,,,, -08029,2014,512,13228.6328125,11018.0,0.09626168669378724,0.0796008475497384,512,1.0 -06087,2015,2846,456569.94483485597,386909.0,,,, -06065,2023,30393,376501.47902477544,321798.0,,,, -05079,2015,114,11432.456140350878,8820.0,0.19999999999999957,0.2,114,1.0 -12033,2021,8898,154254.30287705103,111267.5,0.9227911376155353,1.0,8898,1.0 -05001,2017,128,20016.71875,15855.0,0.19999999999999954,0.2,128,1.0 -08071,2015,234,8670.410256410256,7427.0,0.1020784612925843,0.07960032816702042,234,1.0 -01029,2015,100,100606.9,77590.0,1.0,1.0,100,1.0 -06079,2020,4832,495560.6454884106,427552.0,,,, -08011,2014,56,4742.428571428572,3877.5,0.08613985098483101,0.07960220470163777,56,1.0 -05073,2021,95,12290.631578947368,10920.0,0.19999999999999962,0.2,95,1.0 -08051,2016,372,28874.7311827957,17530.0,0.1079521431774555,0.0796006008544253,372,1.0 -12047,2023,108,92845.00925925926,79463.5,0.8795131955382813,1.0,108,1.0 -08047,2021,236,27539.322033898305,25875.0,0.0790621526448373,0.07149989126437478,236,1.0 -06089,2014,2780,168681.5251798561,143354.0,,,, -01061,2023,736,14254.728260869566,11080.0,0.12748189382298164,0.10027248765638341,736,1.0 -08079,2021,61,21082.72131147541,17140.0,0.08714359354896775,0.07150064243548185,61,1.0 -01029,2017,1,12546.0,12546.0,0.2,0.2,1,1.0 -05007,2023,4501,50719.36058653633,43317.0,0.20000000000001503,0.2,4501,1.0 -05073,2016,31,10124.516129032258,9080.0,,,, -05037,2021,288,21779.791666666668,18235.0,0.20000000000000095,0.2,288,1.0 -05143,2017,3974,30525.400100654253,24985.0,,,, -04025,2023,5095,32026.01295387635,28401.0,0.10767109907621925,0.10000014902707673,5077,0.9964671246319922 -05033,2014,757,19380.819022457068,16630.0,,,, -08033,2014,17,97826.82352941176,76350.0,,,, -06029,2020,14021,194297.03965480352,173368.0,,,, -01091,2018,184,12072.717391304348,10780.0,0.12065741682463461,0.10008190359792242,184,1.0 -01049,2014,651,10883.256528417818,8640.0,0.1359039920614137,0.10028011204481793,651,1.0 -05119,2019,8068,33902.55614774417,24165.0,0.2000000000000285,0.2,8068,1.0 -05101,2015,99,11337.828282828283,9360.0,0.19999999999999962,0.2,99,1.0 -06073,2019,40670,512412.34224243916,392457.0,,,, -01119,2016,115,8748.0,6200.0,0.11645571490178146,0.10013531799729364,115,1.0 -05091,2015,1233,19882.428223844283,14590.0,0.18800655820375953,0.2,1233,1.0 -12033,2014,5353,109583.71044274239,84127.0,0.9744472383437286,1.0,5353,1.0 -05117,2020,44,12716.363636363636,9200.0,0.2,0.2,44,1.0 -12071,2015,28211,170406.2973308284,118304.0,0.9998824635585984,1.0,28211,1.0 -01031,2021,1415,16985.9222614841,14800.0,0.13714976762130712,0.10013580805794477,1415,1.0 -01095,2021,2186,22341.161939615737,16640.0,0.13793480618518433,0.10015923566878981,2185,0.9995425434583715 -01017,2019,527,12779.77229601518,10840.0,0.14476616654695595,0.10050251256281408,527,1.0 -08014,2018,1612,27881.004962779156,23605.0,0.10350370252961123,0.07200131945301652,1612,1.0 -08013,2015,13079,28641.680327242142,21094.0,0.0869213419695602,0.07959770114942528,13079,1.0 -12061,2015,5700,173045.27368421052,93930.0,0.9484471851250555,1.0,5700,1.0 -05119,2015,7231,28362.516526068317,21410.0,,,, -05145,2018,1357,20983.46352247605,17480.0,0.19999999999999496,0.2,1357,1.0 -01115,2014,1595,15574.394984326018,13500.0,0.1335519950138137,0.10014190147982972,1595,1.0 -08005,2013,25021,19832.952320051158,14560.0,0.08660920555207752,0.08285714285714285,25021,1.0 -05029,2017,280,16164.32142857143,13675.0,0.20000000000000093,0.2,280,1.0 -05121,2023,314,17489.617834394903,13810.0,0.20000000000000112,0.2,314,1.0 -12067,2020,82,74138.4512195122,51420.0,0.9709648585937765,1.0,82,1.0 -05003,2018,210,13615.857142857143,10720.0,0.20000000000000026,0.2,210,1.0 -08107,2014,799,35279.17396745933,25250.0,0.09826740276862918,0.07960128304031833,799,1.0 -06081,2016,6844,780443.3455581531,557626.0,,,, -01097,2018,5531,20322.39016452721,15180.0,0.14573180590680623,0.10025773195876289,5531,1.0 -02180,2016,28,184967.85714285713,201150.0,,,, -12071,2023,24344,250709.49519388762,185103.0,0.7529082369882822,0.7583577912219077,24344,1.0 -08095,2015,2,370.0,370.0,0.07967808344092753,0.07967808344092753,2,1.0 -01083,2019,8837,18753.23073441213,15500.0,0.1357909588416591,0.10011494252873564,8837,1.0 -06039,2016,2187,145955.5029721079,140364.0,,,, -01005,2017,8,10950.0,7150.0,0.13482567972596873,0.1501851851851852,8,1.0 -02170,2021,2930,267974.1201365188,262350.0,1.0,1.0,2930,1.0 -08061,2014,13,3561.5384615384614,3800.0,0.07964480948417603,0.0796070034009321,13,1.0 -01025,2023,198,25912.323232323233,20910.0,0.20000000000000012,0.2,198,1.0 -06035,2016,463,130935.61555075595,116711.0,,,, -12029,2020,425,61327.221176470586,46000.0,0.9484790692333465,1.0,425,1.0 -06003,2016,82,295713.9756097561,229372.0,,,, -05135,2020,532,16893.139097744363,11650.0,0.20000000000000182,0.2,532,1.0 -01127,2015,1056,12086.609848484848,8600.0,0.138439940544858,0.10058365979674105,1056,1.0 -08005,2018,13714,26544.601429196442,20261.0,0.08407251068400991,0.072,13714,1.0 -08053,2022,3,9946.666666666666,12390.0,0.06951753384351901,0.06950911640953716,3,1.0 -05001,2018,209,17241.052631578947,12820.0,0.20000000000000026,0.2,209,1.0 -05015,2017,337,24227.06231454006,19590.0,0.20000000000000123,0.2,337,1.0 -08069,2014,8225,18226.248024316108,15640.0,,,, -06021,2019,335,145583.40597014927,135000.0,,,, -05025,2018,76,10143.815789473685,8810.0,0.1999999999999997,0.2,76,1.0 -08119,2021,988,25669.525303643724,23865.0,0.0755082411338331,0.07149962909865068,988,1.0 -05039,2016,56,12675.892857142857,8655.0,0.19999999999999987,0.2,56,1.0 -12069,2018,11450,150039.8927510917,115718.5,0.9396037920446418,1.0,11450,1.0 -01125,2019,4177,28573.363658127844,19280.0,0.14049997398057218,0.10190179806362379,4177,1.0 -04003,2022,3132,12528.927203065134,10206.5,0.10397607653223571,0.10000086164966712,3132,1.0 -01131,2013,35,113028.85714285714,109390.0,1.0,1.0,35,1.0 -05007,2020,8558,33101.65692918906,27550.0,0.20000000000002946,0.2,8558,1.0 -01123,2014,280,240235.66428571427,188310.0,1.0,1.0,280,1.0 -04019,2018,23157,15379.547437060068,11735.0,,,, -06083,2020,4766,845997.7807385648,437111.0,,,, -06019,2017,13313,190375.71298730565,154544.0,,,, -08011,2019,70,3732.942857142857,3100.0,0.07586398239762805,0.07150309690035289,70,1.0 -12037,2014,462,144060.92424242425,98533.5,0.9828085407269752,1.0,462,1.0 -01087,2015,26,8971.538461538461,6060.0,0.11688261845153888,0.10005083491327744,26,1.0 -05005,2020,1126,27351.793960923624,23095.0,0.19999999999999624,0.2,1126,1.0 -05133,2014,203,13332.354679802957,10760.0,,,, -05129,2015,4,12830.0,12385.0,,,, -12077,2021,93,76698.5376344086,52453.0,0.9579838478044082,1.0,93,1.0 -05021,2021,308,12557.305194805194,10460.0,0.2000000000000011,0.2,308,1.0 -05089,2016,144,16591.284722222223,15335.0,0.18748818229783087,0.2,95,0.6597222222222222 -06025,2022,1337,159746.52505609574,139908.0,,,, -06065,2016,43809,275980.7028236207,223354.0,,,, -01077,2021,4299,20631.593393812516,15700.0,0.13671394880997728,0.10014285714285714,4299,1.0 -01125,2020,4648,24100.098967297763,18550.0,0.20000000000000007,0.2,24,0.0051635111876075735 -01105,2015,46,7148.260869565217,5530.0,0.12476558189200462,0.10016214130210205,46,1.0 -08091,2023,112,59250.53571428572,50625.0,0.07998124674336356,0.06765077207855319,112,1.0 -05011,2014,47,9049.574468085106,6490.0,0.19999999999999998,0.2,47,1.0 -05033,2021,1426,21872.90322580645,19070.0,0.19999999999999465,0.2,1426,1.0 -01023,2015,31,66264.51612903226,54540.0,1.0,1.0,31,1.0 -08119,2014,653,14893.32312404288,13610.0,,,, -06071,2014,26884,201402.3600282696,160000.0,,,, -10005,2016,4841,22913.389795496798,20250.0,0.5,0.5,4841,1.0 -05131,2022,1963,26566.318390219054,21030.0,0.19999999999999302,0.2,1963,1.0 -08043,2012,725,11008.452413793104,9992.0,0.09437404064407671,0.07960064516710369,725,1.0 -06019,2019,12566,215354.56923444214,172396.5,,,, -01023,2017,3,55570.0,54350.0,1.0,1.0,3,1.0 -06013,2021,20014,573638.9515838913,448391.5,,,, -06071,2023,20637,329381.76057566504,274181.0,,,, -05053,2018,252,19022.97619047619,17740.0,0.2000000000000007,0.2,252,1.0 -06087,2016,2478,486226.4305891848,413334.0,,,, -08039,2020,788,28121.142131979694,29520.0,0.11689633884019497,0.07150677680996897,788,1.0 -11001,2018,9369,852691.530686306,469170.0,1.0,1.0,9369,1.0 -01071,2015,121,106442.97520661158,80900.0,1.0,1.0,121,1.0 -05109,2020,173,16235.78034682081,11960.0,0.19999999999999973,0.2,173,1.0 -06041,2022,681,1066552.932452276,787282.0,,,, -08023,2016,7,4872.571428571428,2900.0,0.1998212136544167,0.28989508558807286,7,1.0 -09003,2014,9650,159606.3394818653,136150.0,,,, -12069,2016,13529,110093.7577795846,94000.0,0.9658221096359959,1.0,13529,1.0 -08049,2020,1321,31394.065102195305,25050.0,0.09786712578042742,0.07150366748166259,1321,1.0 -08003,2012,1,33793.0,33793.0,0.2899964815625295,0.2899964815625295,1,1.0 -08007,2014,355,16387.718309859156,13380.0,0.11982065793008322,0.07960327172022928,355,1.0 -12049,2021,317,84568.97791798107,72014.0,0.8698038678521922,1.0,317,1.0 -05063,2022,769,18113.263979193758,14690.0,0.19999999999999976,0.2,769,1.0 -12021,2020,18345,407998.5058599073,233451.0,0.9162089113800068,1.0,18345,1.0 -05087,2019,259,17180.84942084942,13160.0,0.20000000000000076,0.2,259,1.0 -05045,2021,5888,32948.4375,29100.0,0.20059398514403742,0.2,5888,1.0 -01059,2016,406,11288.669950738917,9400.0,0.13641951479447212,0.10100173924677236,406,1.0 -01037,2020,273,22127.032967032967,13280.0,0.12758854452730234,0.10019880715705766,273,1.0 -08021,2015,71,10367.605633802817,6700.0,0.1250387880506407,0.07960172960748799,71,1.0 -08051,2014,251,24802.470119521913,16110.0,0.10036146543251893,0.07960161749288602,251,1.0 -12073,2021,6368,195698.90734924623,130054.5,0.9395305159299612,1.0,6368,1.0 -01015,2018,1952,18007.98155737705,13900.0,0.1373448982362673,0.10006582769398106,1952,1.0 -12015,2022,8894,190273.15808410165,152435.5,0.8656650548004348,1.0,8894,1.0 -01045,2017,481,12701.663201663201,10320.0,0.1413082607880394,0.10017014036580178,481,1.0 -01017,2014,279,12225.304659498208,9560.0,0.14583374942556848,0.10033042955842596,279,1.0 -01007,2021,363,13326.997245179064,10060.0,0.10910576606625762,0.10012062726176116,363,1.0 -12037,2017,607,175394.52224052718,120201.0,0.9779961405403276,1.0,607,1.0 -05043,2018,253,15395.573122529644,11410.0,0.2000000000000007,0.2,253,1.0 -01031,2019,4790,16576.24217118998,14960.0,0.13637457637264763,0.1001385841339652,4790,1.0 -06019,2020,12467,223367.02614903345,189705.0,,,, -08095,2018,88,9304.545454545454,8135.0,0.08333092038112165,0.07200881072020854,88,1.0 -05027,2020,288,22211.29513888889,16780.0,0.20000000000000095,0.2,288,1.0 -06027,2019,209,246123.75598086126,215476.0,,,, -08063,2021,153,12128.183006535948,8691.0,0.08143913413569505,0.07150118603863097,153,1.0 -01049,2018,944,10814.25847457627,8600.0,0.13467269566676526,0.10025062656641603,944,1.0 -06097,2018,6735,449555.2161841128,366617.0,,,, -05003,2022,366,11682.860655737704,9005.0,0.199999968762794,0.2,366,1.0 -01007,2022,284,12000.56338028169,9290.0,0.10805965296228172,0.10015710928783705,284,1.0 -04019,2017,23074,14848.334749068215,11420.0,,,, -08003,2023,178,15818.370786516854,14356.5,,,, -08097,2019,695,179919.89928057554,80120.0,0.07571977533343284,0.07150026438494447,695,1.0 -12049,2018,282,105042.44680851063,59145.5,0.9307547045995984,1.0,282,1.0 -05107,2018,290,9039.868965517242,5860.0,0.20000000000000098,0.2,290,1.0 -06101,2017,1267,190853.26282557222,182513.0,,,, -08031,2017,15329,33682.20953747798,23750.0,0.08057798482994477,0.07200260466245675,15316,0.9991519342422859 -10005,2023,5165,23725.68247821878,17000.0,1.0824972774701536,0.5,5122,0.991674733785092 -02130,2016,177,234793.78531073447,233600.0,0.9355417504522154,1.0,177,1.0 -01049,2019,888,11887.049549549549,9500.0,0.13419848762738554,0.10022371364653244,887,0.9988738738738738 -01109,2015,154,131134.8051948052,121420.0,1.0,1.0,154,1.0 -05099,2017,101,9183.564356435643,6760.0,,,, -08015,2020,847,24681.484061393152,22560.0,0.11545638408659055,0.07150338812765866,847,1.0 -05011,2018,87,10748.505747126437,9130.0,0.19999999999999965,0.2,87,1.0 -05035,2015,492,22258.414634146342,20505.0,0.20000000000000173,0.2,492,1.0 -06065,2017,47149,280795.5679653863,235777.0,,,, -05115,2015,947,18776.6631467793,16220.0,,,, -06017,2017,5033,332584.2338565468,279842.0,,,, -01049,2015,30,12958.0,8830.0,0.11978956455913159,0.10017739630672234,30,1.0 -08055,2019,198,8309.429292929293,6537.0,0.08744933075552913,0.07150046133868726,198,1.0 -12077,2015,68,47336.01470588235,34680.5,0.9312211825386701,1.0,68,1.0 -08113,2021,472,108260.67796610169,62975.0,0.07919287276440469,0.0715008609308922,472,1.0 -06041,2023,2475,1097156.5377777778,817661.0,,,, -05121,2019,316,15464.145569620254,13310.0,0.20000000000000112,0.2,316,1.0 -01131,2023,52,29598.96153846154,21595.5,0.18461538461538457,0.2,52,1.0 -01111,2015,153,114315.35947712418,80000.0,1.0,1.0,153,1.0 -01067,2014,196,108533.57653061225,87436.0,1.0,1.0,196,1.0 -05043,2021,226,28880.929203539825,22230.0,0.20000000000000046,0.2,226,1.0 -08045,2019,1371,30643.975200583514,23580.0,0.08805026665195126,0.07150238341278042,1371,1.0 -05045,2014,1953,24558.697900665644,22800.0,,,, -05017,2022,158,14375.632911392406,8585.0,0.19999999999999948,0.2,158,1.0 -08111,2015,9,16510.666666666668,17384.0,0.14973502020101379,0.07960107684777289,9,1.0 -01099,2021,258,15431.937984496124,12640.0,0.13291237232961553,0.10010487463079765,258,1.0 -04027,2022,4652,11008.33361994841,8341.0,0.09115601007198468,0.09163357628079825,4652,1.0 -08119,2017,1900,16374.189473684211,14765.0,0.20965769758163377,0.07207733394485993,1900,1.0 -05063,2017,474,19046.91983122363,15710.0,,,, -12055,2017,2836,86581.75952045133,71125.0,0.9427796385798154,1.0,2836,1.0 -08005,2020,12692,30297.72683580208,24739.0,0.07652799146040536,0.07150057327061411,11848,0.9335014182161991 -08081,2019,271,11730.036900369003,10910.0,0.07338723826438256,0.07150303912504671,271,1.0 -08115,2014,53,5355.2830188679245,3730.0,0.09051163383567767,0.07962327930674014,53,1.0 -08043,2017,2313,11295.19757890186,9907.0,0.09010595891546033,0.0720000451375567,2313,1.0 -04013,2017,109198,21235.052739061153,14980.0,0.11395712529086006,0.1,109198,1.0 -05111,2023,428,18496.471962616823,13755.0,0.2000000000000016,0.2,428,1.0 -01093,2018,344,11850.697674418605,9520.0,0.14735333660156275,0.12617832406474683,344,1.0 -02275,2019,16,165156.25,152350.0,1.0,1.0,16,1.0 -05121,2017,257,14981.653696498055,10440.0,,,, -06101,2018,1250,218598.6936,203727.0,,,, -05057,2014,138,11884.565217391304,9730.0,,,, -09003,2017,11491,164625.88242972762,135940.0,,,, -05001,2015,178,15244.887640449439,11900.0,0.1856919527969747,0.2,178,1.0 -12057,2015,29472,173968.38042888165,121108.0,0.9575390893319106,1.0,29472,1.0 -01015,2013,484,20881.07438016529,12020.0,0.14065710964643444,0.10011333625629837,484,1.0 -08009,2019,45,4596.377777777778,3935.0,0.08674569371320362,0.07149889821369966,45,1.0 -01117,2021,6031,28926.413032664568,23980.0,0.11668445270213526,0.10003127932436659,6031,1.0 -05145,2022,1181,23539.73751058425,19570.0,0.19999999999999588,0.2,1181,1.0 -08075,2021,400,13570.975,10900.0,0.0749588092190289,0.07150068886549271,400,1.0 -02195,2017,28,202735.7142857143,209700.0,,,, -01007,2023,266,11774.285714285714,9370.0,0.10552201300159438,0.10016339912907196,266,1.0 -01007,2016,84,11370.0,9320.0,0.12087916524530622,0.1001447772295379,84,1.0 -02070,2020,5,262280.0,252500.0,1.0,1.0,5,1.0 -01033,2017,517,13432.224371373308,9840.0,0.12352492919557238,0.10002933411557642,517,1.0 -02100,2017,30,194053.33333333334,195800.0,1.0,1.0,30,1.0 -04023,2017,711,11026.293952180029,8327.0,0.14007629125940538,0.09412674322041178,711,1.0 -08081,2020,316,12347.879746835442,11380.0,0.07346156522974691,0.07150358604458029,316,1.0 -12053,2023,4630,177776.38963282938,154270.0,0.7169797174670424,0.7210935812648114,4630,1.0 -02170,2014,1537,172335.56148340923,179600.0,,,, -05129,2022,175,20227.314285714285,11850.0,0.19999999999999976,0.2,175,1.0 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-12017,2021,6872,112604.43611757857,95728.5,0.8935200755496,1.0,6847,0.9963620488940629 -08091,2017,233,26972.5321888412,21770.0,0.132292672502229,0.07200734835810124,233,1.0 -05075,2021,324,12224.351851851852,9860.0,0.20000000000000118,0.2,324,1.0 -08015,2018,752,19894.521276595744,17465.0,0.127537200280147,0.07200710490341378,752,1.0 -05045,2020,2745,27996.63387978142,25190.0,0.19999999999999557,0.2,2745,1.0 -08025,2015,56,4205.678571428572,3422.0,0.0871284759962618,0.07965391310874545,56,1.0 -01041,2013,104,8911.923076923076,5940.0,0.15129104732055595,0.1858134701363765,104,1.0 -06079,2021,5356,505783.3917102315,427983.5,,,, -05061,2022,192,19609.791666666668,14445.0,0.20000000000000004,0.2,192,1.0 -06067,2021,27612,312294.3099014921,267745.0,,,, -09007,2023,2049,213588.8989751098,177260.0,,,, -02020,2020,5809,340302.3756240317,316900.0,1.0,1.0,5809,1.0 -01083,2022,2218,27799.2696122633,23440.0,0.12502620180091423,0.10006666669629631,2218,1.0 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-05101,2013,22,12112.272727272728,6750.0,0.1968866749688668,0.2,22,1.0 -12081,2016,14633,169780.72008473997,116142.0,0.9283583177605793,1.0,14633,1.0 -05085,2022,2260,27719.964601769912,25580.0,0.19999999999999243,0.2,2260,1.0 -06017,2022,4211,392880.6756114937,341039.0,,,, -08015,2014,533,17233.491557223264,15580.0,0.1289996001163524,0.07960775333719473,533,1.0 -08031,2021,17001,43757.66249044174,32000.0,0.07266394306152642,0.07150013113034356,16989,0.9992941591671078 -12039,2019,499,76784.97394789579,61877.0,0.9665657432029057,1.0,499,1.0 -01107,2017,76,11596.315789473685,10740.0,0.12911218390990867,0.10011302099943536,76,1.0 -05063,2020,659,18776.449165402126,14110.0,0.20000000000000162,0.2,659,1.0 -08115,2021,52,7505.961538461538,5360.0,0.08159383233485783,0.0715102330777782,52,1.0 -08071,2021,322,10482.018633540372,8105.0,0.07773837599487994,0.0715089344780743,322,1.0 -01067,2020,430,25058.734883720932,22105.5,0.19767497650606386,0.2,430,1.0 -08043,2021,1219,17658.40442986054,15644.0,0.08253883579227629,0.07150082244616286,1219,1.0 -06003,2019,84,352756.15476190473,274962.5,,,, -06003,2017,95,351080.24210526317,277988.0,,,, -08017,2017,27,9262.518518518518,5736.0,0.0807505418433271,0.07200288983140574,27,1.0 -02195,2020,34,228447.0588235294,207150.0,1.0,1.0,34,1.0 -08061,2016,16,3637.5,3150.0,0.07966233194494783,0.07960503714712872,16,1.0 -05137,2018,205,15075.463414634147,12540.0,0.2000000000000002,0.2,205,1.0 -05147,2017,61,15521.311475409837,9070.0,0.19999999999999982,0.2,61,1.0 -06045,2022,1059,311064.3777148253,265723.0,1.0,1.0,19,0.01794145420207743 -05083,2016,330,13457.09090909091,10880.0,0.20060991040130022,0.2,330,1.0 -06077,2019,10832,256624.817577548,219326.0,,,, -02220,2017,64,339825.0,345100.0,,,, -08087,2021,620,16991.532258064515,16005.0,0.0975310641465804,0.07149890535844498,620,1.0 -02090,2018,1197,221319.7468671679,216843.0,1.0,1.0,1197,1.0 -05131,2017,1971,24922.201927955353,20830.0,,,, 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-05115,2020,1129,24319.527900797166,21640.0,0.1999999999999962,0.2,1129,1.0 -05051,2021,3097,31039.80820148531,23530.0,0.20000000000000123,0.2,3097,1.0 -05105,2014,56,12392.17857142857,7912.5,,,, -06043,2017,418,165197.8110047847,149116.5,,,, -01061,2019,274,11007.883211678833,8760.0,0.14252303994079876,0.10095291732372155,274,1.0 -01111,2023,565,16901.543362831857,11001.0,0.11628375217756406,0.10012321531661167,565,1.0 -08105,2017,274,14396.102189781022,9358.0,0.09493085950620837,0.07200119529026708,274,1.0 -10001,2014,2569,34972.129233164655,35400.0,1.0211978553287318,1.0,2553,0.9937718956792526 -08083,2018,520,14632.288461538461,12130.0,0.07835112615190816,0.07200414606907957,520,1.0 -01031,2023,1096,17905.857664233576,15280.0,0.3299292697224515,0.1002166713757309,1096,1.0 -06079,2017,4631,413068.3740012956,365444.0,,,, -05135,2019,522,12853.965517241379,10020.0,0.20000000000000182,0.2,522,1.0 -09013,2023,1481,170568.12761647537,156380.0,,,, -08125,2014,171,7993.918128654971,6680.0,,,, -08075,2018,383,9676.057441253264,8450.0,0.0805372979391235,0.07200354478989734,383,1.0 -01059,2020,477,13393.92033542977,11500.0,0.13182342466758684,0.10052910052910052,477,1.0 -06019,2016,12134,193243.32124608537,157860.0,,,, -08049,2015,984,22237.388211382113,16840.0,0.09909472504331147,0.07960267818644381,984,1.0 -12071,2021,42061,234554.1196119921,171348.0,0.9998523397713343,1.0,42035,0.9993818501699911 -12013,2018,111,70230.81981981982,57292.0,0.9806774694587881,1.0,111,1.0 -01039,2013,381,15153.690288713911,10591.0,0.16272965879265197,0.2,381,1.0 -05145,2021,1756,23881.19589977221,19065.0,0.19999999999999352,0.2,1756,1.0 -01111,2022,921,17363.14875135722,12300.0,0.12628252964714662,0.10106128423838076,921,1.0 -05065,2021,337,16886.498516320476,13640.0,0.20000000000000123,0.2,337,1.0 -01057,2016,181,10287.513812154697,8180.0,0.1471200092937663,0.1024390243902439,181,1.0 -05137,2017,161,16053.91304347826,13490.0,0.19999999999999948,0.2,161,1.0 -06025,2016,1638,135990.5915750916,132771.5,,,, -11001,2019,9441,883389.4175405147,498960.0,1.0,1.0,9441,1.0 -05101,2014,24,8587.083333333334,6445.0,0.19929281345565755,0.2,24,1.0 -05015,2023,547,35011.66361974406,29580.0,0.20000000000000184,0.2,547,1.0 -05133,2018,164,15871.768292682927,13890.0,0.19999999999999954,0.2,164,1.0 -08045,2022,1146,34522.635253054104,26120.0,0.07253843175618219,0.06950274417598507,1146,1.0 -08067,2022,1316,49639.186930091186,36235.0,0.07133658368392101,0.06950022400157288,1316,1.0 -09009,2021,14544,163038.538710121,135270.0,,,, -12023,2021,1364,113596.8629032258,93382.0,0.9088983824102632,1.0,1364,1.0 -12053,2018,6401,96204.47180128105,82656.0,0.9235983397366836,1.0,6400,0.9998437744102484 -02261,2017,48,168843.75,166700.0,1.0,1.0,48,1.0 -01095,2014,1351,16602.679496669134,12620.0,0.14387227691084162,0.10028571428571428,1351,1.0 -05127,2019,128,13244.609375,10335.0,0.19999999999999954,0.2,128,1.0 -05049,2015,311,10106.591639871383,7340.0,0.2000000000000011,0.2,311,1.0 -05137,2022,310,21966.25806451613,19175.0,0.2000000000000011,0.2,310,1.0 -12013,2017,193,57922.461139896375,41888.0,0.9615652409050415,1.0,193,1.0 -05079,2016,97,11025.670103092783,7700.0,,,, -05027,2013,16,7513.125,4980.0,0.20000000000000004,0.2,16,1.0 -12009,2014,15676,107073.14429701454,81400.0,0.9394375582819092,1.0,15676,1.0 -02070,2016,8,170937.5,170100.0,,,, -01095,2023,1678,28250.15494636472,20230.0,0.1612694458626099,0.2,1678,1.0 -05123,2014,194,11233.530927835052,7475.0,,,, -04011,2022,62,6759.0161290322585,4990.5,0.10323189213429373,0.10000160533578056,62,1.0 -06065,2020,48797,329012.2427403324,281430.0,,,, -06103,2020,1176,184431.33163265305,150574.5,,,, -12053,2022,6686,134494.81663176787,116795.5,0.7231154900081084,0.7206180568710664,6686,1.0 -06105,2014,368,105151.52445652174,78037.0,,,, -05149,2013,120,14366.5,12135.0,0.19759844745255878,0.2,120,1.0 -06071,2021,37567,291241.1923230495,228889.0,,,, -08083,2015,405,196450.93827160494,169450.0,1.0,1.0,405,1.0 -06067,2016,25841,246740.90979451258,196289.0,,,, -01013,2020,151,17560.993377483443,12070.0,0.19139072847682076,0.2,151,1.0 -08029,2017,829,12231.765983112184,10506.0,0.10057689490769055,0.07200101970906425,829,1.0 -06093,2016,1085,116955.3732718894,94401.0,,,, -06107,2014,4188,134600.98137535815,115000.0,,,, -01045,2019,636,13492.861635220126,11610.0,0.1390046754297812,0.10015707533941842,636,1.0 -06089,2016,3543,186176.72706745696,162439.0,,,, -05033,2016,929,18209.321851453176,16260.0,,,, -08123,2023,5520,30689.760869565216,28940.0,0.06754408475312328,0.06700344671570041,5520,1.0 -05105,2020,77,16541.55844155844,12420.0,0.1999999999999997,0.2,77,1.0 -05057,2015,148,11491.912162162162,7840.0,,,, -08041,2017,41044,20636.824870870285,17100.0,0.077065889680261,0.072,41044,1.0 -06067,2018,25553,275209.7280554142,217292.0,,,, -06113,2021,3088,341506.4238989637,313121.0,,,, -12071,2018,30833,175610.8022573217,126775.0,0.930340162350219,1.0,30833,1.0 -05113,2022,494,15662.51012145749,13155.0,0.20000000000000176,0.2,494,1.0 -08089,2020,280,5093.3607142857145,4439.0,0.07281767483495556,0.0715004644100572,280,1.0 -05025,2017,64,13228.28125,9945.0,0.1999999999999998,0.2,64,1.0 -05057,2023,242,16160.619834710744,10645.0,0.20000000000000062,0.2,242,1.0 -12007,2018,435,79093.79310344828,64260.0,0.9754317577606736,1.0,435,1.0 -05057,2020,181,13940.883977900552,10850.0,0.19999999999999987,0.2,181,1.0 -05077,2021,31,14681.935483870968,9540.0,0.2000000000000001,0.2,31,1.0 -06047,2014,2670,132807.9011235955,126000.0,,,, -02020,2019,3999,322861.9404851213,300700.0,1.0,1.0,3999,1.0 -09003,2015,10166,158485.81221719456,134255.0,,,, -05103,2023,463,12114.946004319654,8530.0,0.20000000000000168,0.2,463,1.0 -08043,2016,1108,11441.841155234657,10320.0,,,, -12063,2015,394,79547.86294416244,63085.5,0.9881889962449539,1.0,394,1.0 -06081,2018,6593,968520.3700894888,618901.0,,,, -12031,2014,16688,126176.46063039309,91392.5,0.9731634625433175,1.0,16688,1.0 -06107,2018,5360,156231.34458955223,132241.5,,,, -08033,2016,22,9105.59090909091,8352.0,0.10829147247806291,0.07960139249462075,22,1.0 -05103,2022,531,11603.276836158193,8160.0,0.20000000000000182,0.2,531,1.0 -01071,2013,281,106116.01423487545,89400.0,1.0,1.0,281,1.0 -05143,2021,5080,40372.14251968504,34390.0,0.2000000000000185,0.2,5080,1.0 -12007,2022,412,103635.08980582525,87488.5,0.9157720231964415,1.0,412,1.0 -04005,2023,1442,41342.3613037448,35016.0,0.10371907230039525,0.10000035439127791,1442,1.0 -06083,2017,4660,614198.8244635193,333730.5,,,, -08033,2015,17,9066.176470588236,6656.0,0.07960128959532355,0.07960093679293966,17,1.0 -05087,2020,256,16109.0625,13375.0,0.20000000000000073,0.2,256,1.0 -08059,2015,13102,25621.05968554419,21358.5,0.09357804131014807,0.07960025789813024,13102,1.0 -05041,2021,129,14013.100775193798,11690.0,0.19999999999999954,0.2,129,1.0 -05007,2022,7738,40069.62600155079,36000.0,0.20000000000002777,0.2,7738,1.0 -08073,2015,102,8760.901960784313,5238.5,0.10435839216857876,0.0796005593516302,102,1.0 -12053,2014,4648,81503.36338209982,69608.5,0.9797495525290375,1.0,4648,1.0 -08015,2019,741,23233.724696356276,21650.0,0.12409623569845905,0.07150552273615172,741,1.0 -12079,2015,149,62906.10067114094,43363.0,0.9995845147543077,1.0,137,0.9194630872483222 -06045,2023,850,321013.3047058823,270259.5,1.0002868517165815,1.0,37,0.04352941176470588 -05101,2019,110,13577.454545454546,10455.0,0.19999999999999957,0.2,110,1.0 -08025,2019,45,6583.7555555555555,4866.0,0.08255420055623026,0.07150701131947965,45,1.0 -10003,2020,3039,64030.24021059559,56300.0,,,, -05107,2021,287,10700.400696864112,6330.0,0.20000000000000095,0.2,287,1.0 -01089,2016,7492,21767.907100907636,16590.0,0.14161946869141637,0.10019342359767891,7492,1.0 -01007,2019,155,11233.290322580646,8560.0,0.11119678087132596,0.1001531393568147,155,1.0 -06013,2014,15971,381081.2512679231,282093.0,,,, -06047,2021,4473,194766.97294880394,164109.0,,,, -08113,2019,354,100353.53107344633,56310.0,0.082901868675362,0.07150127658269967,354,1.0 -01129,2021,62,24298.225806451614,13515.0,0.15483870967741925,0.2,62,1.0 -08117,2020,2370,54679.22362869198,41258.5,0.08192935602458974,0.07150004658907223,2370,1.0 -01119,2019,135,21085.207407407408,12280.0,0.18296296296296266,0.2,135,1.0 -08027,2018,180,14160.711111111112,12470.0,0.12066302195785289,0.07202222913078156,180,1.0 -09001,2019,11550,412719.7058874459,252400.0,,,, -12007,2015,355,75229.27605633803,59021.0,0.9808912122332495,1.0,355,1.0 -01009,2018,395,14915.746835443038,12840.0,0.11415558351247727,0.10004302925989673,395,1.0 -01039,2020,1085,17170.774193548386,14500.0,0.14349225001882066,0.10018552875695733,1085,1.0 -01053,2019,11,12560.0,8820.0,0.12307399421993483,0.10004301075268818,11,1.0 -12005,2022,8439,200141.58822135325,157650.0,0.8945140719559025,0.9837831202046036,8439,1.0 -05117,2023,50,17674.8,11350.0,0.19999999999999993,0.2,50,1.0 -12075,2015,831,59301.35740072202,45358.0,0.9840269707704968,1.0,831,1.0 -12043,2018,181,59396.243093922654,43480.0,0.9778100995362611,1.0,181,1.0 -06055,2017,1667,534892.5026994601,409043.0,,,, -12081,2013,11225,140644.27590200445,97118.0,0.9851983553585367,1.0,11225,1.0 -06001,2014,17369,405070.2557429904,335000.0,,,, -06067,2014,20935,211225.3984236924,184569.0,,,, -12081,2015,11798,164064.99271062893,116994.5,0.9443560223325708,1.0,11798,1.0 -02230,2023,8,390625.0,378600.0,1.0,1.0,8,1.0 -05053,2019,259,18869.69111969112,16560.0,0.20000000000000076,0.2,259,1.0 -01053,2014,250,12072.416,9580.0,0.1464000000000003,0.1,250,1.0 -08103,2019,146,12024.72602739726,10560.0,0.08951027921663897,0.07150759316741681,146,1.0 -05123,2018,269,10907.32342007435,8040.0,0.20000000000000084,0.2,269,1.0 -06091,2015,66,155222.74242424243,126165.0,,,, -06115,2018,1779,159274.8156267566,143504.0,,,, -08035,2016,9414,26840.37391119609,23960.0,,,, -08001,2018,10783,21931.861263099323,18820.0,,,, -08123,2021,10519,22173.467059606428,21630.0,0.12118721940553798,0.07150620862290438,10517,0.9998098678581614 -01123,2013,269,245297.91821561338,157440.0,1.0,1.0,269,1.0 -01133,2021,543,35010.46040515654,22200.0,0.1661463657628431,0.19997871434653045,543,1.0 -01039,2019,562,13909.572953736655,10910.0,0.1439559316161363,0.1003560656346002,562,1.0 -05037,2019,193,21215.906735751294,17410.0,0.20000000000000004,0.2,193,1.0 -06011,2017,243,141569.8683127572,129000.0,,,, -01113,2019,310,19582.387096774193,17360.0,0.15637198027899454,0.19965811965811966,310,1.0 -06053,2016,3923,467276.80270201375,300000.0,,,, -06089,2020,3863,226576.93968418328,203298.0,,,, -02180,2019,26,245734.61538461538,236900.0,1.0,1.0,26,1.0 -08077,2014,2986,14179.025452109847,12210.0,,,, -08117,2018,2119,42256.29589428976,31144.0,0.08509615836136186,0.0720000563970526,2119,1.0 -05127,2015,109,10878.62385321101,7670.0,0.19399908059886165,0.2,109,1.0 -01003,2019,7556,55755.12705134992,20640.0,0.14729467492971776,0.10021052631578947,7555,0.9998676548438327 -01033,2016,1206,12828.026533996683,10050.0,0.12212285187437931,0.10004232873921676,1206,1.0 -05081,2017,173,11398.150289017341,8750.0,0.19999999999999973,0.2,173,1.0 -06059,2019,33087,652337.2303019313,495000.0,,,, -12021,2017,15312,333039.5735370951,187183.0,0.8652845013517012,0.964335093783432,15312,1.0 -06085,2022,15624,922217.208781362,696233.5,,,, -08085,2022,1091,20510.43996333639,17900.0,0.0915154273433898,0.06950388557269963,1091,1.0 -12077,2014,67,66342.26865671642,56157.0,0.897653287320275,1.0,67,1.0 -12077,2016,108,56530.583333333336,33722.5,0.9165339826280013,1.0,108,1.0 -06085,2019,16197,803433.4674939804,571817.0,,,, -09007,2018,2512,193546.04617834394,163185.0,,,, -02110,2014,333,304747.53153153154,293900.0,1.0,1.0,333,1.0 -06085,2014,18491,560863.7329511654,433610.0,,,, -12081,2019,12751,206700.16853580112,151804.0,0.9301713340505778,1.0,12751,1.0 -12009,2017,19226,131578.00488921252,100690.0,0.8268998509354856,1.0,19226,1.0 -08097,2016,506,177034.52569169961,80730.0,,,, -12065,2017,247,62366.8987854251,45053.0,0.9148700699493688,1.0,247,1.0 -01057,2019,44,19045.454545454544,11540.0,0.16599115375986367,0.15932408289024638,44,1.0 -01025,2021,599,17173.12186978297,13960.0,0.16544240400667823,0.2,599,1.0 -01059,2014,364,11000.0,9050.0,0.1353432857141974,0.1009122303355593,364,1.0 -12037,2021,686,279759.04664723034,176438.5,0.9609408718167181,1.0,686,1.0 -12033,2016,9732,112111.08353884093,82755.0,0.9469537161495838,1.0,9732,1.0 -12015,2019,9089,138124.56606887447,112261.0,0.9238277201203591,1.0,9089,1.0 -12075,2021,1393,84381.9160086145,61297.0,0.8956050317953606,1.0,1393,1.0 -12011,2013,43333,182532.1909399303,111970.0,0.9996197684498996,1.0,43332,0.9999769228994069 -01005,2018,14,17544.285714285714,11920.0,0.12866960355628415,0.10021003955883391,14,1.0 -06095,2023,379,379210.17150395777,368080.0,,,, -05079,2020,56,13138.035714285714,9780.0,0.19999999999999987,0.2,56,1.0 -08031,2016,15573,31103.084826301932,20730.0,,,, -08037,2020,2136,100127.265917603,50025.0,0.08449956507662353,0.07150036988015619,2136,1.0 -01051,2020,1925,29531.645194805194,19724.0,0.14150649350648992,0.1,1925,1.0 -01017,2018,413,12509.733656174334,9740.0,0.1457477092266766,0.10031004924311508,413,1.0 -05023,2019,735,27544.914285714287,19602.0,0.20000000000000026,0.2,735,1.0 -08119,2020,996,20530.210843373494,19860.0,0.08844653830864217,0.07149928525935914,996,1.0 -08115,2019,33,5850.0,4860.0,0.07322773059116208,0.07151265450264861,33,1.0 -08009,2015,45,4856.733333333334,4178.0,0.0797456971770978,0.07959731931365185,45,1.0 -06041,2018,3201,911975.7610121837,699495.0,,,, -02070,2017,7,180742.85714285713,153200.0,1.0,1.0,7,1.0 -08121,2022,60,27852.966666666667,10798.0,0.07984827704247215,0.06950216771843808,60,1.0 -05027,2019,300,21430.933333333334,16755.0,0.20000000000000104,0.2,300,1.0 -12051,2016,764,61138.32460732984,49085.0,0.9573953640954466,1.0,764,1.0 -01073,2022,17131,29980.650283112485,19460.0,0.14951846359831847,0.10009319664492078,17130,0.9999416262915183 -05019,2023,332,17631.9578313253,12685.0,0.2000000000000012,0.2,332,1.0 -05049,2017,205,12519.024390243903,8000.0,0.2000000000000002,0.2,205,1.0 -06011,2019,228,162644.26315789475,151500.5,,,, -01019,2013,201,90726.37313432836,62020.0,1.0,1.0,201,1.0 -05105,2022,136,21852.20588235294,16650.0,0.1999999999999995,0.2,136,1.0 -06063,2023,492,276194.7906504065,221585.5,,,, -04012,2018,414,41910.74396135266,24416.0,0.3333023597721797,0.3333001142046432,414,1.0 -01069,2019,815,17717.496932515336,14000.0,0.14736203183646707,0.1004149377593361,815,1.0 -05065,2015,116,13279.48275862069,10365.0,0.19999999999999957,0.2,116,1.0 -04019,2021,27964,17167.934665999142,13222.0,0.08132074075343493,0.08347096646019085,27964,1.0 -12063,2022,549,98402.4262295082,81557.0,0.8908290103212306,1.0,549,1.0 -06099,2021,7604,261952.72619673857,232199.5,,,, -01109,2013,80,123436.875,104830.0,1.0,1.0,80,1.0 -05131,2021,2974,28202.484868863485,23240.0,0.1999999999999994,0.2,2974,1.0 -06057,2019,2539,396157.77668373374,333988.0,,,, -01079,2015,438,12469.680365296803,10180.0,0.13086100849603136,0.1000932306643106,438,1.0 -02195,2021,36,198822.22222222222,203100.0,1.0,1.0,36,1.0 -06081,2022,6293,1213592.7878595265,807992.0,,,, -10005,2021,8841,19057.215699581495,15450.0,0.5097969182017318,0.5,8823,0.997964031218188 -08035,2022,10408,33631.24039200615,29755.0,0.0999404874562614,0.06950168332050695,10408,1.0 -01095,2017,1593,17243.590709353422,13120.0,0.13201559818699096,0.10005806077027289,1593,1.0 -12075,2017,1209,60616.599669148054,46871.0,0.9341749134281869,1.0,1209,1.0 -01131,2021,65,14878.076923076924,12226.0,0.1507692307692307,0.2,65,1.0 -10003,2016,5799,69369.4947404725,60000.0,,,, -12075,2014,765,59638.93202614379,43761.0,0.9892341970952948,1.0,765,1.0 -09009,2017,10804,163006.1893743058,135445.0,,,, -05045,2017,2383,26288.267729752413,24120.0,,,, -01017,2022,1365,17918.652014652016,11540.0,0.14800529991383674,0.13663385021860158,1365,1.0 -01131,2019,67,21774.731343283584,17003.0,0.17014925373134313,0.2,67,1.0 -12063,2018,408,74828.48529411765,58572.5,0.9794305641760549,1.0,408,1.0 -05015,2014,341,20563.08211143695,16620.0,,,, -12023,2016,1526,85492.4384010485,62545.0,0.9859644756673416,1.0,1526,1.0 -12029,2019,338,59186.718934911245,42000.0,0.9609358225289651,1.0,338,1.0 -08015,2022,472,30573.512711864405,27190.0,0.07138372478739624,0.0694991969796126,472,1.0 -08073,2021,107,14946.672897196262,9695.0,0.08828085972452154,0.07150124232629926,107,1.0 -06031,2021,1898,204037.31032665964,194289.5,,,, -05119,2018,8003,30598.348119455204,24240.0,0.20000000000002835,0.2,8003,1.0 -05105,2019,119,15021.176470588236,12310.0,0.19999999999999957,0.2,119,1.0 -08091,2015,169,27888.698224852073,23490.0,0.11148205024156553,0.07960334435154579,169,1.0 -06061,2015,9405,345403.98585858586,283485.0,,,, -12019,2021,6688,163301.6677631579,144569.0,0.9045572545094308,1.0,6688,1.0 -01001,2022,1613,26569.57222566646,20140.0,0.13248605083694634,0.1,1613,1.0 -08017,2021,27,7710.740740740741,5804.0,0.08739457093041318,0.07960017431092711,27,1.0 -05077,2017,49,10405.30612244898,7630.0,0.19999999999999996,0.2,49,1.0 -01083,2020,3165,19746.527646129543,16000.0,0.1404603262600228,0.10013422818791946,3165,1.0 -06021,2020,285,158008.71929824562,153428.0,,,, -12059,2021,183,68434.3825136612,57955.0,0.9758722474062652,1.0,183,1.0 -05011,2015,57,9348.947368421053,6670.0,0.19999999999999984,0.2,57,1.0 -08069,2018,8390,25512.913110846246,21845.0,0.10010176999572276,0.072,8390,1.0 -04001,2021,627,8872.827751196171,6416.0,0.08637002159351206,0.08137536654454697,622,0.9920255183413078 -04023,2019,753,11774.191235059761,9385.0,0.11082443850824972,0.10000175418592616,753,1.0 -06009,2015,1231,177967.20552396425,162000.0,,,, -05147,2021,79,15190.886075949367,12740.0,0.1999999999999997,0.2,79,1.0 -08021,2019,103,10630.009708737864,8608.0,0.09753846886065193,0.0715012277787932,103,1.0 -08091,2019,199,32830.65326633166,24990.0,0.12424378646405972,0.07150114300228601,199,1.0 -11001,2023,6818,991725.4100909358,617195.0,1.0,1.0,6818,1.0 -04021,2018,14410,10699.086537126996,10863.5,0.11750569447091709,0.10000198180701163,14410,1.0 -05133,2017,135,16418.88888888889,14620.0,,,, -06083,2022,3812,818140.6038824763,429543.0,,,, -10005,2022,7360,19857.5375,15850.0,1.0242541288400902,0.5,7352,0.9989130434782608 -01101,2019,3719,26058.781930626512,15330.0,0.14979834567118316,0.1,3719,1.0 -12005,2020,16184,176328.03645575876,138510.0,50.2739372459048,1.0,16184,1.0 -08033,2020,40,12742.55,10420.0,0.10550089811627317,0.0715016011038036,40,1.0 -08119,2019,860,22368.76976744186,19345.0,0.09006040916452765,0.0715005012146139,855,0.9941860465116279 -05025,2022,110,21040.0,12150.0,0.19999999999999957,0.2,110,1.0 -06043,2020,435,217940.816091954,202877.0,,,, -08115,2016,44,9132.5,4560.0,0.08727180380418598,0.07959270074014427,44,1.0 -08011,2015,46,5508.652173913043,5396.0,0.09066666159454,0.07960171174446899,46,1.0 -12085,2021,3491,290862.39444285305,187265.0,0.8425939074289724,0.9054469400745658,3491,1.0 -08115,2015,62,5412.096774193548,4865.0,,,, -01107,2021,80,9279.0,8300.0,0.13570001200316784,0.10022715403375874,80,1.0 -08023,2021,72,10877.861111111111,8523.0,0.103889990406687,0.07150252978418373,72,1.0 -08017,2015,29,9469.51724137931,5892.0,0.10404540583803729,0.07960544020535326,29,1.0 -12003,2016,508,94452.84448818897,83283.5,1.0,1.0,508,1.0 -08103,2013,120,14934.416666666666,12935.0,0.10067202911723115,0.07961300288383072,120,1.0 -06007,2021,4092,255637.9342619746,215088.5,,,, -06053,2019,4067,517605.0312269486,333333.0,,,, -01121,2014,2,17140.0,17140.0,0.10008025682182986,0.10008025682182986,2,1.0 -01133,2014,451,133482.74944567628,76560.0,1.0,1.0,451,1.0 -09009,2022,12038,173618.54618707427,146195.0,,,, -06081,2020,6288,1120011.4506997454,771253.5,,,, -06101,2021,1398,239995.87768240343,216611.0,,,, -09001,2017,11955,391622.86507737346,237670.0,,,, -08093,2021,1020,27739.144117647058,24735.0,0.08330805981592686,0.0714998238313398,1020,1.0 -08097,2021,1009,218922.2993062438,104990.0,0.07284212150535863,0.07150013940980186,1009,1.0 -05101,2017,117,10993.504273504273,8980.0,0.19999999999999957,0.2,117,1.0 -09013,2019,1794,163455.25585284282,146590.0,,,, -06001,2022,15556,684510.7996271536,555103.5,,,, -08101,2018,3879,9361.327146171694,8342.0,0.08522744457479944,0.07200008788536819,3879,1.0 -08111,2017,23,143071.26086956522,135433.0,2.774677115731433,1.923163216040442,23,1.0 -05011,2021,124,15172.90322580645,11730.0,0.19999999999999954,0.2,124,1.0 -05021,2022,164,18116.341463414636,9255.0,0.19999999999999954,0.2,164,1.0 -01123,2019,189,246623.8201058201,176900.0,1.0,1.0,189,1.0 -08037,2021,1990,103289.09547738693,51315.0,0.08126955870398693,0.07150046931337556,1962,0.985929648241206 -05041,2013,95,11392.421052631578,9940.0,0.19846041352552818,0.2,95,1.0 -06063,2016,514,194442.43579766536,156548.0,,,, -05023,2018,701,27931.747503566334,21149.0,0.20000000000000084,0.2,701,1.0 -08099,2018,160,6384.4625,4839.0,0.07859778811769252,0.0720006922992482,160,1.0 -06031,2019,1845,174346.49268292682,164837.0,,,, -12009,2019,17885,153001.8138104557,122730.0,0.8857599857164372,1.0,17885,1.0 -06085,2018,17650,722885.6269121813,511286.5,,,, -05045,2018,2468,25850.41936790924,23510.0,0.1999999999999921,0.2,2468,1.0 -12045,2015,553,128896.34719710669,96699.0,0.9867825739998421,1.0,553,1.0 -06075,2019,6193,1210953.627321169,830610.0,,,, -06013,2017,17139,454618.70873446524,350608.0,,,, -12027,2021,625,117726.3728,100000.0,0.8872861026797619,1.0,624,0.9984 -01077,2019,3608,17546.047671840355,14200.0,0.13820493977902432,0.10016380115264498,3608,1.0 -12047,2017,150,48073.933333333334,36836.0,0.868750562056489,1.0,150,1.0 -04017,2023,2025,21128.861728395063,16524.0,0.10207553884679997,0.10000057208565266,2025,1.0 -06065,2015,41781,263378.6980206314,211630.0,,,, -05143,2019,4348,30245.30128794848,25915.0,0.20000000000001397,0.2,4348,1.0 -05029,2018,313,15406.517571884984,11910.0,0.20000000000000112,0.2,313,1.0 -06097,2015,6930,415526.79855699855,322239.0,,,, -06011,2023,118,229684.68644067796,225377.0,,,, -06075,2015,5994,808357.3193193193,614849.5,,,, -04005,2020,3511,30133.07661634862,24540.0,0.1077315705741164,0.10000079022856044,3511,1.0 -05137,2015,106,18389.43396226415,16010.0,0.1999999999999996,0.2,106,1.0 -05101,2018,94,13650.744680851063,10955.0,0.19999999999999962,0.2,94,1.0 -06005,2019,858,232760.23193473194,213745.5,,,, -05089,2013,54,12806.296296296296,7995.0,,,, -06045,2020,1365,299302.93406593404,253752.0,,,, -05041,2020,97,12681.443298969072,10560.0,0.19999999999999962,0.2,97,1.0 -06033,2023,937,241948.19103521877,207039.0,,,, -08003,2022,257,13914.04280155642,11219.0,0.06271498518390754,0.05141030752376198,257,1.0 -08077,2017,8720,15151.279816513761,13230.0,0.08449554307244604,0.07199890807343207,8720,1.0 -12061,2018,5782,195469.55534417156,115117.0,0.9059439418361487,1.0,5782,1.0 -06067,2019,24775,291210.9300504541,235944.0,,,, -08014,2021,1719,36772.094240837694,30150.0,0.09337740919772407,0.07150134103998171,1719,1.0 -05073,2014,40,8273.9,6404.5,0.17019617439511375,0.19755415162454876,40,1.0 -06019,2021,13983,235618.39898448114,200759.0,,,, -01027,2018,174,15591.137931034482,13692.0,0.15747126436781597,0.2,174,1.0 -01061,2021,1376,13673.720930232557,10620.0,0.13425516427436082,0.10034013605442177,1376,1.0 -02220,2015,49,314669.387755102,300500.0,,,, -05113,2023,382,24897.17277486911,20195.0,0.20000000000000143,0.2,382,1.0 -05083,2015,211,11900.616113744076,9950.0,0.188242612413942,0.2,211,1.0 -01067,2021,365,29322.1397260274,28233.0,0.19780801378833915,0.2,365,1.0 -01003,2020,16441,34256.81892828903,24240.0,0.14483386858512923,0.10009699321047527,16441,1.0 -04007,2022,1264,17292.399525316454,13221.0,0.08749149736005644,0.086356860805166,1264,1.0 -06095,2016,7280,263951.97788461536,241000.0,,,, -08067,2017,2685,27932.80819366853,23250.0,0.09391238405613776,0.07200029105726552,2685,1.0 -12063,2014,363,79902.74655647382,63985.0,0.9907029661125725,1.0,363,1.0 -02016,2022,1,292900.0,292900.0,1.0,1.0,1,1.0 -12011,2015,45549,200988.81995213946,128210.0,,,, -02230,2022,6,332000.0,324700.0,1.0,1.0,6,1.0 -05005,2023,1046,32617.284894837478,27370.0,0.19999999999999682,0.2,1046,1.0 -04015,2017,6682,12515.403472014366,10430.5,0.11069112060312375,0.10000201393646059,6682,1.0 -06071,2017,33554,236669.16144125885,180163.5,,,, -12081,2018,12784,200728.4967146433,141632.5,0.9322532478200712,1.0,12784,1.0 -08109,2020,147,8811.86394557823,7376.0,0.08605206867947503,0.07150055601890465,147,1.0 -06031,2020,1834,176686.17284623772,170290.5,,,, -05087,2016,159,17671.006289308178,13540.0,0.1992315022974227,0.2,159,1.0 -06053,2023,2523,709543.7090764962,475117.0,,,, -12029,2022,390,79809.66666666667,58867.5,0.9027000041311559,1.0,390,1.0 -12057,2016,40871,149422.78243742508,98741.0,0.8896615682378669,0.9657068812246682,40871,1.0 -01013,2019,205,16382.536585365853,7980.0,0.1253658536585367,0.1,205,1.0 -06003,2018,86,385113.1976744186,275266.5,,,, -05071,2023,354,20127.033898305086,15465.0,0.20000000000000132,0.2,354,1.0 -12033,2019,6914,141660.69872722012,101797.5,0.9402187030443744,1.0,6914,1.0 -05017,2018,138,13872.31884057971,8585.0,0.1999999999999995,0.2,138,1.0 -08103,2017,118,12659.49152542373,11435.0,0.0852128449622727,0.07200680752584833,118,1.0 -12029,2021,424,73453.60377358491,53350.0,0.941345426115385,1.0,424,1.0 -01005,2010,32,16504.0625,12650.0,0.15312500000000004,0.2,32,1.0 -06087,2020,2600,625749.3334615384,533021.0,,,, -12083,2021,16705,106552.96755462437,85400.0,0.9089884397680132,1.0,16705,1.0 -06109,2022,1549,238202.5474499677,214665.0,,,, -09013,2014,1586,162423.20302648173,148780.0,,,, -05061,2013,127,12414.645669291338,8520.0,,,, -08014,2023,1042,45054.529750479844,41140.0,0.06950138445964302,0.06950042774872003,1042,1.0 -05041,2019,67,11157.014925373134,8820.0,0.19999999999999976,0.2,67,1.0 -05067,2021,330,13076.848484848484,10665.0,0.2000000000000012,0.2,330,1.0 -06081,2014,7379,720112.2306545603,503728.0,,,, -06033,2018,1102,167737.26315789475,143248.5,,,, 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-08065,2016,224,13997.517857142857,12719.5,0.09954696972597463,0.07960030955657785,224,1.0 -05041,2014,90,9631.0,7475.0,0.19615895632820382,0.2,90,1.0 -01099,2013,104,111615.76923076923,93775.0,1.0,1.0,104,1.0 -06115,2021,2052,201582.50194931775,188192.5,,,, -08087,2017,934,12080.749464668093,9995.0,0.08847259999862646,0.071994921644259,934,1.0 -12001,2018,5465,165389.28526989935,108990.0,0.9385654628435288,1.0,5465,1.0 -08081,2017,292,11853.664383561643,10505.0,0.07597492545788984,0.07199519305328586,292,1.0 -08089,2019,294,6059.4455782312925,4758.0,0.07229993737679402,0.07149994460603146,294,1.0 -06097,2014,6590,383932.12276176026,294000.0,,,, -08021,2022,129,13123.263565891473,8905.0,,,, -08045,2020,1536,33840.104166666664,25730.0,0.09264070372007738,0.07150232952714211,1536,1.0 -01005,2019,116,16883.103448275862,14260.0,0.13360613267235222,0.10016613541968511,116,1.0 -05003,2021,325,11627.32923076923,8780.0,0.19999989962736778,0.2,325,1.0 -12065,2019,191,87065.9895287958,75927.0,0.9049696921160594,1.0,191,1.0 -06081,2019,6194,1054235.2161769455,665411.0,,,, -08099,2023,119,50566.857142857145,44969.0,0.39876997378189755,0.40122710733316475,114,0.957983193277311 -05067,2017,181,10556.46408839779,7480.0,0.19999999999999987,0.2,181,1.0 -05021,2016,14,11190.714285714286,7135.0,,,, -05039,2022,97,10493.298969072164,7550.0,0.19999999999999962,0.2,97,1.0 -01105,2013,45,8927.111111111111,6140.0,0.13268623555410988,0.10060975609756098,45,1.0 -05085,2019,1265,25656.090909090908,24910.0,0.1999999999999954,0.2,1265,1.0 -12039,2022,631,105706.92393026942,76470.0,0.9086814730993946,1.0,631,1.0 -06031,2014,1312,141340.09908536586,131344.0,,,, -08087,2019,570,13694.842105263158,12705.0,0.13047757571884291,0.07150505486020381,570,1.0 -05117,2014,44,9239.0,7560.0,0.1909113692474489,0.2,44,1.0 -06051,2014,478,315301.7782426778,257009.5,,,, -08059,2020,12790,31953.772243940577,27695.0,0.0813638855599855,0.07150005892108599,12790,1.0 -08089,2022,211,5547.739336492891,3635.0,,,, -08001,2021,12997,29827.144725705934,26080.0,12.559641280850567,0.06950430926468792,12938,0.9954604908825113 -12061,2019,5856,213799.34579918033,125511.0,0.904466335156568,1.0,5856,1.0 -01087,2014,86,9017.441860465116,7810.0,0.15061248926868595,0.19967972964434708,86,1.0 -06035,2023,416,173570.60817307694,153202.5,,,, -08057,2022,36,32949.833333333336,13426.0,0.08050153899042246,0.06950025424889611,36,1.0 -01085,2014,41,114321.21951219512,89930.0,1.0,1.0,41,1.0 -05031,2014,1703,21847.398708162065,18130.0,,,, -05129,2017,79,9024.430379746835,7330.0,0.1999999999999997,0.2,79,1.0 -05135,2013,280,12711.92857142857,9815.0,0.20000000000000087,0.2,275,0.9821428571428571 -01067,2019,985,23998.837563451776,20886.0,0.19878132153089492,0.2,985,1.0 -05013,2023,61,12113.11475409836,9390.0,0.19999999999999982,0.2,61,1.0 -02070,2012,1,213700.0,213700.0,,,, -05073,2019,35,10309.142857142857,10110.0,0.2000000000000001,0.2,35,1.0 -05103,2021,420,14279.309523809523,10300.0,0.20000000000000157,0.2,420,1.0 -08083,2014,322,14061.335403726707,11300.0,,,, -05029,2023,358,20013.26815642458,16345.0,0.20000000000000134,0.2,358,1.0 -06039,2023,1395,248879.23369175626,221557.0,,,, -09011,2017,3565,167550.2563814867,137550.0,,,, -01041,2020,6,12280.0,4960.0,0.11247102513708424,0.10008029783195854,6,1.0 -08035,2017,10383,29535.21140325532,26150.0,0.10775745158884861,0.07200254937256152,10383,1.0 -02130,2015,98,227207.44897959183,240650.0,0.9566803363496661,1.0,98,1.0 -05083,2019,343,14763.061224489797,11800.0,0.20000000000000126,0.2,343,1.0 -05055,2019,938,19830.95948827292,17175.0,0.19999999999999776,0.2,938,1.0 -12039,2015,421,74187.47268408551,61175.0,0.9794682430976155,1.0,421,1.0 -06075,2020,5690,1316152.609666081,936360.0,,,, -05013,2019,19,8513.684210526315,7620.0,0.20000000000000007,0.2,19,1.0 -06029,2015,13241,147280.1786874103,123509.0,,,, -05107,2023,266,10203.496240601504,7145.0,0.19999997841555733,0.2,266,1.0 -08039,2022,896,26525.74776785714,27995.0,0.09711786923405681,0.06950829676003495,896,1.0 -08121,2021,57,8388.912280701754,6154.0,0.07692652623288256,0.07149837327644766,57,1.0 -06067,2015,24347,240826.94492134554,190812.0,,,, -05075,2020,257,12089.844357976654,10200.0,0.20000000000000073,0.2,257,1.0 -02180,2022,31,272719.3548387097,251700.0,1.0,1.0,31,1.0 -08049,2019,1248,28898.20512820513,23005.0,0.09160830476826337,0.07150335810413953,1248,1.0 -12021,2022,16738,423906.0423587047,243490.0,0.7645524637949718,0.7789878402678432,16738,1.0 -05045,2015,1766,25909.94790486976,23985.0,,,, -12013,2015,110,68046.20909090909,55935.0,0.9897993868098692,1.0,110,1.0 -01013,2017,62,22574.516129032258,19490.0,0.19354838709677402,0.2,62,1.0 -01099,2016,77,12522.038961038961,9860.0,0.16919578536485555,0.19997520456236054,77,1.0 -06085,2016,18092,624344.463851426,477463.5,,,, -01115,2016,2254,16068.429458740018,13920.0,0.1270773321408278,0.10010565794821322,2254,1.0 -08045,2017,1312,27032.431402439026,21685.0,0.09295183981308541,0.07200100625731354,1312,1.0 -01111,2014,112,177612.4642857143,166800.0,1.0,1.0,112,1.0 -08067,2020,1728,33281.64351851852,27850.0,0.09557910834627296,0.07150157369597844,1728,1.0 -12051,2019,786,62177.21501272265,47240.0,0.9412696101428922,1.0,786,1.0 -08109,2018,126,9322.34126984127,6716.5,0.09620700395102516,0.0720018049478392,126,1.0 -12045,2014,467,122519.40042826552,90000.0,0.9911555964653368,1.0,467,1.0 -05065,2017,206,15018.786407766991,10545.0,0.20000000000000023,0.2,206,1.0 -06073,2020,42319,558631.9539214064,425000.0,,,, -06095,2021,8063,399639.2920749101,392542.0,,,, -05079,2021,58,12874.137931034482,10255.0,0.19999999999999984,0.2,58,1.0 -05047,2023,309,17527.66990291262,14640.0,0.19999993528155383,0.2,309,1.0 -08051,2022,524,40094.02671755725,27045.0,0.0762187903098595,0.06950081381325557,524,1.0 -04027,2020,5085,10151.870796460176,7754.0,0.09593280769769295,0.09564954421739318,5085,1.0 -05111,2020,232,16395.387931034482,13195.0,0.2000000000000005,0.2,232,1.0 -06017,2016,4911,313513.57727550395,266729.0,,,, -01115,2015,1428,16120.574229691876,13800.0,0.13020530713315812,0.10012696560148573,1428,1.0 -08029,2016,693,12878.111111111111,11375.0,0.09522138381979336,0.07960127751600475,693,1.0 -04015,2016,6238,11495.561397883937,9583.5,0.11023166838282561,0.10000172901268298,6238,1.0 -08003,2018,278,11120.147482014389,9958.0,0.11492120934625859,0.07200056787996698,278,1.0 -08077,2022,3655,19180.279069767443,17060.0,0.08063613386041427,0.06950446983600735,3655,1.0 -12011,2018,44476,250140.8373055131,162855.0,0.8784524203447659,1.0,44476,1.0 -02230,2016,7,274185.71428571426,223300.0,,,, -01111,2017,313,15941.85303514377,8980.0,0.1379517315694993,0.10022883295194508,313,1.0 -12047,2015,132,52249.818181818184,40182.0,0.955609198737793,1.0,132,1.0 -01111,2021,514,17645.019455252917,12270.0,0.12790857926030988,0.10174767999680634,514,1.0 -02275,2021,15,149373.33333333334,142100.0,1.0,1.0,15,1.0 -08103,2014,92,16233.804347826086,12185.0,0.09451268522453453,0.0796141426448923,92,1.0 -08019,2023,220,36416.545454545456,28685.0,0.06789204979767001,0.06700097861267677,220,1.0 -02060,2014,1,142100.0,142100.0,1.0,1.0,1,1.0 -02110,2016,499,327181.00801603205,315500.0,1.0,1.0,499,1.0 -05029,2015,36,20357.166666666668,21030.0,,,, -06103,2016,1078,148096.72820037106,121923.5,,,, -08069,2021,10005,31771.929935032484,26463.0,0.09565038369529191,0.07150058072009291,9968,0.9963018490754623 -12043,2017,153,65349.34640522876,56146.0,0.9787739387486915,1.0,153,1.0 -12051,2020,919,71194.83569096844,57574.0,0.9425154851194661,1.0,919,1.0 -05051,2022,933,36436.22722400857,26820.0,0.1999999999999978,0.2,933,1.0 -01083,2018,2434,17374.1824157765,13680.0,0.13753937704504077,0.10009639072134266,2434,1.0 -06089,2023,2501,272066.2850859656,244800.0,,,, -05121,2022,494,19667.054655870445,14075.0,0.20000000000000176,0.2,494,1.0 -08041,2014,13311,16714.74945533769,13610.0,,,, -01003,2018,6831,29327.767530376226,20280.0,0.1458372990242161,0.10015385525770756,6746,0.9875567266871614 -04027,2015,3382,8584.04435245417,6760.0,0.10382250003998668,0.09999815611806029,3382,1.0 -12077,2022,85,75682.25882352941,52365.0,0.9404942254631956,1.0,85,1.0 -12019,2019,5407,145559.3722951729,130706.0,0.9170635838157981,1.0,5407,1.0 -05111,2019,154,14302.077922077922,12320.0,0.19999999999999948,0.2,154,1.0 -08045,2018,1431,27501.362683438154,21210.0,0.08855081067308797,0.07200071199715201,1431,1.0 -06095,2014,5841,237581.94898133882,214324.0,,,, -01085,2019,53,14021.88679245283,12060.0,0.1220870623492064,0.10012453300124532,53,1.0 -12013,2020,169,69020.20118343196,57887.0,0.9447704783232408,1.0,169,1.0 -12031,2017,24559,159800.08314670794,103199.0,0.9387781178260919,1.0,24559,1.0 -04019,2015,18647,14186.646055665791,10779.0,0.10102231565791574,0.09800975059980704,18645,0.9998927441411487 -08001,2017,21810,21532.64603392939,18800.0,0.08577688804481168,0.07199854012176711,21810,1.0 -06107,2015,4597,138276.15053295626,120000.0,,,, -05041,2018,66,10912.575757575758,9390.0,0.19999999999999976,0.2,66,1.0 -08105,2014,189,15906.116402116402,11182.0,0.09505037333023757,0.07960156331578083,189,1.0 -08017,2013,20,5659.4,3088.5,0.10572334856927279,0.07960078954627842,20,1.0 -06113,2018,2329,368519.97767282097,284729.0,,,, -08099,2015,180,6207.616666666667,6015.0,0.08260960345052876,0.0796008553580751,180,1.0 -08015,2015,529,19733.55009451796,17290.0,0.12674271754934857,0.07960645128925455,529,1.0 -01047,2018,253,13144.505928853754,10720.0,0.15704618761820072,0.2,253,1.0 -05025,2015,45,18918.666666666668,12070.0,0.19474314589124708,0.2,45,1.0 -06091,2019,82,221341.86585365853,184892.0,,,, -05095,2019,68,12438.75,8535.0,0.19999999999999976,0.2,68,1.0 -08067,2023,909,43596.54565456546,33210.0,0.06882579038002244,0.06765017523840573,909,1.0 -12029,2014,307,56336.25081433225,43600.0,0.9549651549212693,1.0,307,1.0 -04012,2022,505,105507.92079207921,56696.0,0.9216748318825143,1.0,505,1.0 -01091,2016,21,14410.47619047619,14180.0,0.13768785814248244,0.10007147962830593,21,1.0 -01001,2019,805,21931.45341614907,16900.0,0.12548659728957265,0.10006807351940095,805,1.0 -06049,2014,130,97405.7076923077,68308.0,,,, -12085,2022,2557,303921.6456785295,193842.0,0.7374123757306201,0.7487229862475442,2557,1.0 -06023,2022,1545,248353.52427184465,222782.0,,,, -01017,2021,562,14099.430604982206,11120.0,0.14847346634270886,0.13703001102109946,562,1.0 -05037,2015,384,22321.171875,20415.0,0.19994322711939472,0.2,384,1.0 -05023,2020,823,29161.973268529768,23637.0,0.19999999999999904,0.2,823,1.0 -06043,2016,436,168569.77981651376,147821.5,,,, -01093,2021,8,16457.5,14290.0,0.16393972498191173,0.18126210497529227,8,1.0 -01047,2019,288,17544.375,12830.0,0.15895842177112768,0.2,288,1.0 -01105,2016,29,11457.931034482759,11020.0,0.14072995607528882,0.10217782872113967,29,1.0 -08107,2022,879,50115.904436860066,34160.0,0.07537366985987073,0.069501026127975,879,1.0 -04023,2021,940,13083.208510638298,10877.5,0.11292609814590344,0.10000127747233245,940,1.0 -05025,2020,81,13553.827160493827,9390.0,0.19999999999999968,0.2,81,1.0 -05057,2018,192,12658.645833333334,8880.0,0.20000000000000004,0.2,192,1.0 -05129,2019,123,10747.772357723577,9010.0,0.19999999999999954,0.2,123,1.0 -05067,2018,189,11658.412698412698,9640.0,0.19999999999999998,0.2,189,1.0 -05061,2023,146,19129.86301369863,13215.0,0.1999999999999995,0.2,146,1.0 -01039,2018,471,14317.707006369426,10740.0,0.14145176908649582,0.10015611865017414,471,1.0 -02275,2020,13,163453.84615384616,169700.0,1.0,1.0,13,1.0 -02220,2023,50,384252.0,372100.0,1.0,1.0,50,1.0 -08103,2015,121,73546.85950413223,12710.0,0.09573196279806927,0.07960939015714932,121,1.0 -06023,2017,1733,229123.67512983267,200000.0,,,, -08063,2022,146,13104.349315068494,10378.5,0.09536438561601525,0.06950090846685292,146,1.0 -05021,2015,8,12040.0,8815.0,0.19327949929971988,0.19697916666666668,8,1.0 -08023,2019,51,8092.294117647059,6876.0,0.12507924263660386,0.07150388822986688,51,1.0 -05133,2020,168,21025.89285714286,15310.0,0.19999999999999962,0.2,168,1.0 -08019,2014,262,18798.091603053435,15370.0,0.08861038691490164,0.07960085906640686,262,1.0 -05089,2022,247,24739.10931174089,19020.0,0.20000000000000065,0.2,247,1.0 -05037,2017,180,18285.0,16705.0,,,, -05149,2021,392,19149.183673469386,14520.0,0.20000000000000145,0.2,392,1.0 -06015,2016,390,160450.54358974358,138327.0,,,, -02122,2018,902,204938.91352549888,198800.0,1.0,1.0,902,1.0 -08125,2017,276,9113.333333333334,7630.0,0.07708705400246507,0.07198689793791409,276,1.0 -02170,2016,52,221765.38461538462,216050.0,,,, -06065,2018,46226,290422.3719335439,239000.0,,,, -08009,2022,38,4430.5526315789475,2414.0,0.09862836395527366,0.06950618237282205,38,1.0 -01053,2015,479,12137.329853862213,9550.0,0.144885177453028,0.1,479,1.0 -02170,2019,2083,227024.38934229477,223700.0,1.0,1.0,2083,1.0 -12053,2017,7040,85142.165625,76074.0,0.9392422046206425,1.0,7040,1.0 -05139,2021,517,22348.08510638298,15190.0,0.2000000000000018,0.2,517,1.0 -06001,2021,21409,630206.6169368023,534378.0,,,, -06061,2014,8000,328886.546125,273000.0,,,, -06071,2018,30612,251114.27652554555,193725.5,,,, -05029,2016,112,13353.419642857143,11215.0,,,, -08023,2020,81,11858.925925925925,8043.0,0.0974127117292977,0.07150140944869761,81,1.0 -01041,2017,47,10062.553191489362,7080.0,0.15109532931189582,0.19633699633699633,47,1.0 -08065,2015,109,15016.08256880734,13528.0,0.10662416100510824,0.0796005077323059,109,1.0 -02070,2019,11,211918.18181818182,192200.0,1.0,1.0,11,1.0 -02020,2021,6393,339088.0963553887,313800.0,1.0,1.0,6393,1.0 -01049,2022,46,18396.08695652174,16050.0,0.13470989894853527,0.10013293436752041,46,1.0 -12005,2016,7277,142535.0458980349,108375.0,0.9691963210202615,1.0,7277,1.0 -01037,2013,20,23923.0,18070.0,0.12272250756167488,0.10011327283307907,20,1.0 -05107,2015,234,8673.350427350428,6380.0,0.20000000000000054,0.2,234,1.0 -09011,2020,3973,178709.72640322175,144000.0,,,, -05011,2022,165,15251.127272727274,9780.0,0.19999999999999957,0.2,165,1.0 -08071,2017,225,9881.333333333334,7920.0,0.08792817268261112,0.07203295754495892,225,1.0 -05111,2022,540,16384.14814814815,12600.0,0.20000000000000184,0.2,540,1.0 -12071,2017,27678,175622.79590288317,125999.0,0.9236753834033269,1.0,27678,1.0 -05115,2017,791,21465.158027812897,20070.0,0.19999999999999946,0.2,791,1.0 -06101,2022,1082,260215.842883549,244268.0,,,, -05067,2020,259,11682.972972972973,9600.0,0.20000000000000076,0.2,259,1.0 -12061,2016,5570,174164.59425493717,100965.0,0.9234642385914961,1.0,5570,1.0 -04013,2015,96364,19177.92199369059,13530.0,0.10732309018258122,0.1,95048,0.9863434477605745 -01015,2019,1816,16329.02643171806,12809.0,0.1445484581497758,0.1,1816,1.0 -12061,2017,5922,201406.87386018236,108140.0,0.9071864064923482,1.0,5922,1.0 -05131,2016,1816,25203.549008810573,21030.0,,,, -08067,2013,1184,25264.24831081081,22465.0,0.11105615170764538,0.07960389161464299,1184,1.0 -04005,2022,2249,38778.92396620721,26510.0,0.10310514335451139,0.10000063496498168,2249,1.0 -06053,2015,3780,474031.4021164021,299553.5,,,, -01071,2018,927,13213.635382955772,10060.0,0.12180366487396398,0.10013210039630119,927,1.0 -12001,2021,6339,181254.47673134564,127679.0,0.9211914631892623,1.0,6338,0.9998422464111059 -05049,2022,212,15644.575471698114,12970.0,0.2000000000000003,0.2,212,1.0 -05081,2015,178,8848.286516853932,7615.0,,,, -05125,2014,2304,21283.138020833332,18010.0,,,, -05001,2023,312,22851.246794871793,16008.5,0.20000000000000112,0.2,312,1.0 -06105,2022,315,217966.46031746033,175575.0,,,, -06033,2019,1035,194700.31304347827,165580.0,,,, 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-04013,2018,109092,23299.2644465222,16460.0,0.10640592211060164,0.1,109092,1.0 -06067,2023,14720,366615.41148097825,332928.0,,,, -08067,2021,1720,35073.645348837206,28410.0,0.11702897816420564,0.07150195932891629,1720,1.0 -01055,2017,3538,14740.893159977388,11700.0,0.14683755714821453,0.10082644628099173,3537,0.9997173544375353 -02110,2020,536,381182.8358208955,367550.0,1.0,1.0,536,1.0 -01075,2018,23,10234.782608695652,8460.0,0.1252595599770162,0.10014655593551539,23,1.0 -01083,2016,2222,137238.42484248424,119965.0,0.9519025774675108,1.0,2222,1.0 -05043,2015,158,16094.493670886075,13360.0,,,, -08039,2014,601,19139.46755407654,18510.0,,,, -05065,2018,328,15776.707317073171,11430.0,0.2000000000000012,0.2,328,1.0 -08031,2018,15152,32931.71396515312,24010.0,0.08205783153966938,0.07200267916945746,15152,1.0 -01069,2017,1671,18114.590065828845,13860.0,0.1522043977900732,0.2,1671,1.0 -08019,2017,278,24767.769784172662,17515.0,0.08465207514460348,0.0720011871367592,278,1.0 -12039,2016,775,68495.32,52667.0,0.9765587570608412,1.0,775,1.0 -02090,2019,1308,229657.02140672784,223805.0,1.0,1.0,1308,1.0 -01011,2021,15,21983.733333333334,7334.0,0.20000000000000004,0.2,15,1.0 -04027,2016,3863,9277.42764690655,6966.0,0.10043254804123143,0.0999942032345951,3863,1.0 -12085,2017,2959,263479.79824264953,156336.0,0.8928059289908746,1.0,2959,1.0 -08079,2019,33,18880.575757575756,16608.0,0.08535472675086359,0.07149962269328394,33,1.0 -08027,2021,233,24134.978540772532,19770.0,0.07788169518798019,0.07150621256360845,233,1.0 -12017,2014,5910,79477.4439932318,61655.0,0.9777831743756522,1.0,5910,1.0 -05145,2015,335,19189.20895522388,16950.0,,,, -08013,2022,5250,43711.53257142857,34218.5,0.07920720001758873,0.06950009309253398,5250,1.0 -05143,2020,4687,37543.31128653723,33950.0,0.20000000000001625,0.2,4687,1.0 -10001,2016,2730,37489.67032967033,37700.0,0.9839504797700691,1.0,2700,0.989010989010989 -05049,2020,301,13214.916943521595,10340.0,0.20000000000000104,0.2,301,1.0 -02020,2016,4157,319041.06326677895,296000.0,1.0,1.0,4157,1.0 -12023,2018,1258,85023.05087440381,66925.5,0.9667404340430623,1.0,1258,1.0 -08093,2017,974,18257.987679671456,17125.0,0.1038628536528193,0.07200397855474172,974,1.0 -02195,2014,21,214447.61904761905,203600.0,,,, -08123,2019,8723,20376.864610799035,19940.0,0.12090212716873788,0.0715080364200603,8723,1.0 -01043,2017,1074,15544.86033519553,12390.0,0.1291390848397095,0.10014005629713904,1074,1.0 -05149,2022,189,20001.21693121693,16350.0,0.19999999999999998,0.2,189,1.0 -05119,2022,7608,39868.299553102,29644.0,0.20000000000002746,0.2,7608,1.0 -06009,2021,1555,265354.3504823151,247529.0,,,, -06071,2020,33393,274642.84727338067,222748.0,,,, -12019,2020,5677,154427.23075568082,131954.0,0.9224400093542761,1.0,5677,1.0 -12051,2021,1078,87443.4025974026,64527.0,0.9210474282188891,1.0,1078,1.0 -06069,2022,835,411603.9017964072,417847.0,,,, -12043,2019,168,58543.20238095238,51270.5,0.9614052930211812,1.0,168,1.0 -01099,2018,250,14250.16,12200.0,0.13530317083795285,0.10020603763934648,250,1.0 -08027,2012,79,192058.7594936709,172848.0,,,, -01101,2023,4309,24249.417498259456,16740.0,0.1461592016709289,0.1,4309,1.0 -06025,2019,1729,152296.4991324465,138458.0,,,, -05059,2019,509,14994.538310412574,10700.0,0.2000000000000018,0.2,509,1.0 -05017,2021,172,14688.779069767443,9450.0,0.1999999999999997,0.2,172,1.0 -05071,2015,47,17391.489361702126,15680.0,0.17614736135209955,0.19007421150278292,47,1.0 -08035,2019,10107,33963.09587414663,30060.0,0.10373585158350267,0.07150189207536356,10107,1.0 -06045,2018,1101,277185.9627611262,232377.0,,,, -06069,2021,1457,367395.94577899796,350340.0,,,, -09005,2016,2550,192679.3050980392,144108.0,,,, -05013,2013,27,8885.185185185184,9330.0,0.1996611353236686,0.2,27,1.0 -01077,2022,719,24273.8247566064,17860.0,0.13950282562683747,0.10013037809647979,719,1.0 -05015,2015,230,22625.56086956522,18700.0,,,, -06009,2014,944,175777.49788135593,162000.0,,,, -06099,2023,4082,297014.1462518373,262497.5,,,, -12027,2017,588,86112.63265306123,63770.0,0.8431172523410015,1.0,588,1.0 -08035,2015,20091,27191.356328704394,24330.0,0.11622292084338237,0.07960326705760788,20091,1.0 -08091,2016,186,24773.387096774193,21565.0,0.12899561443350394,0.07960716649644778,186,1.0 -12081,2021,17573,231942.81374836396,165951.0,0.9332901572510285,1.0,17573,1.0 -02150,2014,97,248754.63917525773,267600.0,,,, -12033,2017,8714,129170.59857700253,86466.5,0.9557092449547563,1.0,8714,1.0 -06075,2021,8746,1276334.249714155,927966.0,,,, -06005,2016,892,192778.4260089686,176144.5,,,, -05123,2021,274,13528.01094890511,8665.0,0.20000000000000087,0.2,274,1.0 -08065,2017,220,15944.472727272727,13251.5,0.11463009828074543,0.07200076491340865,220,1.0 -12083,2015,9484,93710.01138760017,69795.5,0.9574731465962454,1.0,9484,1.0 -01045,2021,697,13811.649928263989,11480.0,0.1381337010277896,0.10016648168701443,697,1.0 -02195,2013,17,206070.58823529413,193900.0,,,, -06085,2015,19315,564294.2471654154,449102.0,,,, -05039,2017,61,12287.704918032787,12740.0,0.19999999999999982,0.2,61,1.0 -01107,2018,108,11735.185185185184,10350.0,0.13794044947636197,0.100394819757475,108,1.0 -12009,2021,21942,174956.62838392126,132335.0,0.8899160705419146,1.0,21942,1.0 -05135,2017,400,13181.675,10490.0,0.20000000000000148,0.2,400,1.0 -06077,2014,8188,195807.55556912554,168477.0,,,, -12083,2023,11740,144498.5251277683,120569.5,0.7902721979839757,0.830517786092064,11740,1.0 -05013,2020,58,11642.241379310344,11240.0,0.19999999999999984,0.2,58,1.0 -01107,2019,291,9734.845360824742,7460.0,0.12801992159939307,0.10010214504596528,291,1.0 -08097,2015,1254,186545.6937799043,81410.0,0.08599477483775796,0.0796,1254,1.0 -06049,2019,166,103745.69277108433,75559.0,,,, -01101,2017,3712,37742.09590517241,21440.0,0.20000000000000856,0.2,3712,1.0 -12031,2020,22830,181021.34419623303,126111.5,0.9370327466298625,1.0,22830,1.0 -02122,2014,754,159073.7400530504,151750.0,1.0,1.0,754,1.0 -05115,2018,906,23557.5,20700.0,0.19999999999999807,0.2,906,1.0 -05047,2015,183,14068.377049180328,11640.0,0.19107992945215452,0.2,183,1.0 -01113,2014,539,15809.354359925788,11805.0,0.1639617037417772,0.2,539,1.0 -05131,2014,1782,21698.70931537598,16515.0,,,, -01115,2018,2565,16508.63157894737,14500.0,0.12975195033423886,0.100120809423135,2565,1.0 -06013,2016,17177,429521.0969319439,323871.0,,,, -06039,2021,3266,174065.52510716472,140624.0,,,, -02220,2021,97,361420.61855670105,348900.0,1.0,1.0,97,1.0 -02122,2019,791,233500.37926675094,222000.0,1.0,1.0,791,1.0 -01061,2016,146,12085.479452054795,10240.0,0.1301534473957472,0.10037740685883559,146,1.0 -12013,2021,150,66651.96,50591.5,0.9547683878406146,1.0,150,1.0 -01041,2018,3,11086.666666666666,5280.0,0.18045321795861927,0.2,3,1.0 -08075,2020,371,27137.735849056604,19600.0,0.15451802503554438,0.14301101005265676,371,1.0 -08123,2015,15310,14768.70803396473,13610.0,0.10099400946454366,0.0796011756730815,15310,1.0 -12067,2014,57,61920.80701754386,47822.0,0.9507779067694236,1.0,57,1.0 -06097,2013,1,79500.0,79500.0,,,, -05009,2016,535,21377.96261682243,18680.0,0.19013376258423648,0.2,535,1.0 -05037,2023,292,18855.56506849315,14970.0,0.19999998563362154,0.2,292,1.0 -01037,2022,246,32431.70731707317,18350.0,0.18292682926829323,0.2,246,1.0 -01089,2018,8288,21549.09749034749,17200.0,0.1405330898937976,0.10013504395083342,8288,1.0 +12063,2022,549,98402.4262295082,81557.0,0.8908290103212306,1.0,549,1.0 +12063,2021,621,89761.61352657004,68066.0,0.9326817356156741,1.0,621,1.0 +12063,2020,464,77214.01077586207,62681.0,0.9757355058315144,1.0,464,1.0 +12063,2019,462,71531.00216450216,57208.0,0.9864405464460215,1.0,462,1.0 +12063,2018,408,74828.48529411765,58572.5,0.9794305641760549,1.0,408,1.0 +12063,2017,574,71319.78222996516,56362.0,0.986031262797534,1.0,574,1.0 +12063,2016,622,75501.60289389068,60321.0,0.9754407264742847,1.0,622,1.0 +12063,2015,394,79547.86294416244,63085.5,0.9881889962449539,1.0,394,1.0 +12063,2014,363,79902.74655647382,63985.0,0.9907029661125725,1.0,363,1.0 +12061,2022,5770,246920.68665511266,162343.0,0.8584749196599166,1.0,5770,1.0 +12061,2021,7249,258257.45716650572,151798.0,0.9031583175375144,1.0,7230,0.997378948820527 +12061,2020,6131,239546.20583917794,141877.0,0.9091532643597982,1.0,6131,1.0 +12061,2019,5856,213799.34579918033,125511.0,0.904466335156568,1.0,5856,1.0 +12061,2018,5782,195469.55534417156,115117.0,0.9059439418361487,1.0,5782,1.0 +12061,2017,5922,201406.87386018236,108140.0,0.9071864064923482,1.0,5922,1.0 +12061,2016,5570,174164.59425493717,100965.0,0.9234642385914961,1.0,5570,1.0 +12061,2015,5700,173045.27368421052,93930.0,0.9484471851250555,1.0,5700,1.0 +12061,2014,4971,169960.26554013276,88230.0,0.9719618725777907,1.0,4971,1.0 +12059,2022,200,72074.165,58638.0,0.9685381567531915,1.0,200,1.0 +12059,2021,183,68434.3825136612,57955.0,0.9758722474062652,1.0,183,1.0 +12059,2020,179,66352.07821229051,53521.0,0.9560021054945974,1.0,179,1.0 +12059,2019,184,63505.25543478261,54897.5,0.9732268553903123,1.0,184,1.0 +12059,2018,169,59393.36686390533,54471.0,,,, +12059,2017,332,58619.51807228916,49115.0,0.9465004946196081,1.0,332,1.0 +12059,2016,238,48626.970588235294,43009.0,0.9418542754336451,1.0,238,1.0 +12059,2015,139,54480.69784172662,45113.0,0.9709721594505346,1.0,139,1.0 +12059,2014,112,62918.63392857143,53073.0,0.9759409975039063,1.0,112,1.0 +12057,2023,22199,280590.6755259246,217266.0,0.8235236152726867,1.0,22199,1.0 +12057,2022,32408,269073.1083374476,182528.5,0.8464481141925371,1.0,32408,1.0 +12057,2021,38805,226473.18428037624,158064.0,0.8881963233943216,1.0,38805,1.0 +12057,2020,34518,186638.8709658729,141699.0,0.9117646233977313,1.0,34518,1.0 +12057,2019,34619,192106.22357664866,128571.0,0.9103305474926723,1.0,34619,1.0 +12057,2018,34570,169254.9774949378,118428.0,0.906352317474682,1.0,34570,1.0 +12057,2017,39302,182307.33611521043,123041.0,0.9989790575706686,1.0,39302,1.0 +12057,2016,40871,149422.78243742508,98741.0,0.8896615682378669,0.9657068812246682,40871,1.0 +12057,2015,29472,173968.38042888165,121108.0,0.9575390893319106,1.0,29472,1.0 +12057,2014,25261,158600.19599382448,106986.0,0.9589802865686441,1.0,25261,1.0 +12057,2013,25876,147517.69384758078,100324.5,0.9742525162230242,1.0,25876,1.0 +12055,2022,2979,131886.35918093318,108691.0,0.8585206606139418,1.0,2979,1.0 +12055,2021,3609,111672.54391798282,94775.0,0.9043055686323691,1.0,3609,1.0 +12055,2020,3167,101826.4161667193,89075.0,0.9257705092565276,1.0,3167,1.0 +12055,2019,2987,93537.76933377971,78659.0,0.9331142484251764,1.0,2987,1.0 +12055,2018,3035,91273.9726523888,76381.0,0.9381629091037909,1.0,3035,1.0 +12055,2017,2836,86581.75952045133,71125.0,0.9427796385798154,1.0,2836,1.0 +12055,2016,2635,80809.42277039848,66364.0,0.9625165732125099,1.0,2635,1.0 +12055,2015,2710,74169.2815498155,59758.5,1.0086988183286418,1.0,2710,1.0 +12053,2023,4630,177776.38963282938,154270.0,0.7169797174670424,0.7210935812648114,4630,1.0 +12053,2022,6686,134494.81663176787,116795.5,0.7231154900081084,0.7206180568710664,6686,1.0 +12053,2021,7422,117065.24373484236,104394.0,0.874762450702997,1.0,7420,0.9997305308542171 12053,2020,6601,108679.43523708529,98199.0,0.9036596022121326,1.0,6601,1.0 -06077,2023,63,276434.4126984127,262687.0,,,, -05099,2022,39,8749.74358974359,7010.0,0.20000000000000012,0.2,39,1.0 -05027,2018,315,21422.507936507936,13610.0,0.20000000000000112,0.2,315,1.0 -05033,2023,1048,30820.18606870229,27680.0,0.1999999999999968,0.2,1048,1.0 -04005,2016,2962,22049.325118163404,16681.0,0.107993049836673,0.10000087417848941,2962,1.0 -06113,2017,2615,346030.81950286805,267291.0,,,, -01127,2018,910,14348.087912087913,11120.0,0.14378728857186177,0.10064314666225495,910,1.0 -05029,2019,394,15267.56345177665,13040.0,0.20000000000000148,0.2,394,1.0 -05119,2014,6499,25832.667487305738,19268.0,,,, 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+12051,2020,919,71194.83569096844,57574.0,0.9425154851194661,1.0,919,1.0 +12051,2019,786,62177.21501272265,47240.0,0.9412696101428922,1.0,786,1.0 +12051,2018,807,61117.75340768277,44116.0,0.9461931686909656,1.0,807,1.0 +12051,2017,817,65954.12484700122,43589.0,0.9496464419206707,1.0,817,1.0 +12051,2016,764,61138.32460732984,49085.0,0.9573953640954466,1.0,764,1.0 +12051,2015,634,63240.788643533124,52375.0,0.9783862659045245,1.0,634,1.0 +12051,2014,584,56644.17808219178,46690.0,0.9809825935315173,1.0,584,1.0 +12049,2023,199,133973.91959798994,107609.0,0.8555387975774342,1.0,199,1.0 +12049,2022,304,105532.90789473684,85735.5,0.8461170286776858,1.0,304,1.0 +12049,2021,317,84568.97791798107,72014.0,0.8698038678521922,1.0,317,1.0 +12049,2020,274,85375.09124087592,60023.0,0.9138636229619171,1.0,274,1.0 +12049,2019,272,74739.75367647059,60106.0,0.9159920073118979,1.0,272,1.0 +12049,2018,282,105042.44680851063,59145.5,0.9307547045995984,1.0,282,1.0 +12049,2017,348,73107.18103448275,47435.0,0.9353541583295124,1.0,348,1.0 +12049,2016,322,64434.78571428572,47346.5,0.9515422552334153,1.0,322,1.0 +12049,2015,267,60867.66292134832,46526.0,,,, +12049,2014,494,52346.43319838057,39258.0,0.9797066505256302,1.0,494,1.0 +12047,2023,108,92845.00925925926,79463.5,0.8795131955382813,1.0,108,1.0 +12047,2022,154,90564.5974025974,73335.5,0.8725071897303693,1.0,154,1.0 +12047,2021,162,64574.06172839506,56107.5,0.9066291571830422,1.0,162,1.0 +12047,2020,141,61029.85106382979,48235.0,0.9465738609532977,1.0,141,1.0 +12047,2019,137,68438.56204379562,52615.0,0.9649585342133736,1.0,137,1.0 +12047,2018,166,58798.65060240964,45779.5,0.9789468177268962,1.0,166,1.0 +12047,2017,150,48073.933333333334,36836.0,0.868750562056489,1.0,150,1.0 +12047,2016,213,50684.17840375587,40702.0,0.9690934154618912,1.0,213,1.0 +12047,2015,132,52249.818181818184,40182.0,0.955609198737793,1.0,132,1.0 +12047,2014,139,55018.69064748201,43440.0,0.9798536091255832,1.0,139,1.0 +12045,2022,708,282139.0,158697.5,0.9197495375125473,1.0,708,1.0 +12045,2021,799,235879.75969962453,167200.0,,,, +12045,2020,1408,208300.84943181818,126958.5,0.8296347202075581,0.9839156992126677,1408,1.0 +12045,2019,625,141761.824,93705.0,0.970685753928539,1.0,625,1.0 +12045,2018,548,170182.99635036496,101565.5,0.9580788942543623,1.0,548,1.0 +12045,2017,727,148052.3521320495,93667.0,0.9545140884459412,1.0,727,1.0 +12045,2016,732,138377.7349726776,91631.0,0.9728362461169644,1.0,732,1.0 +12045,2015,553,128896.34719710669,96699.0,0.9867825739998421,1.0,553,1.0 +12045,2014,467,122519.40042826552,90000.0,0.9911555964653368,1.0,467,1.0 +12043,2023,203,133929.95566502464,98398.0,0.8564893571053991,1.0,203,1.0 +12043,2022,326,96825.11042944786,82000.0,0.9119836882136471,1.0,326,1.0 +12043,2021,208,85086.72596153847,73383.5,0.9331275446133168,1.0,208,1.0 +12043,2020,154,71847.01298701299,54984.0,0.9610329660320024,1.0,154,1.0 +12043,2019,168,58543.20238095238,51270.5,0.9614052930211812,1.0,168,1.0 +12043,2018,181,59396.243093922654,43480.0,0.9778100995362611,1.0,181,1.0 +12043,2017,153,65349.34640522876,56146.0,0.9787739387486915,1.0,153,1.0 +12043,2016,151,59253.21854304636,51404.0,0.9889492947701009,1.0,151,1.0 +12043,2015,146,59679.308219178085,47923.5,0.9810588804965529,1.0,146,1.0 +12043,2014,135,66079.17037037037,50268.0,0.9950719942290899,1.0,135,1.0 +12041,2022,309,113331.4142394822,91750.0,0.8573464440879877,1.0,309,1.0 +12041,2021,364,88437.75274725274,70526.5,0.8939191185939601,1.0,364,1.0 +12041,2020,375,72602.68533333333,53442.0,0.9338693184857974,1.0,375,1.0 +12041,2019,342,70787.33333333333,56602.0,0.9405541418730008,1.0,342,1.0 +12041,2018,305,73102.80327868853,53181.0,0.9521809061374698,1.0,305,1.0 +12041,2017,388,59759.34793814433,48448.0,0.9803108676415082,1.0,388,1.0 +12041,2016,391,62565.056265984655,51512.0,0.9710722185924301,1.0,391,1.0 +12041,2015,298,66772.87248322148,55788.5,0.9898255623298277,1.0,298,1.0 +12041,2014,17,63414.05882352941,59674.0,0.9825661562527122,1.0,17,1.0 +12041,2013,217,61100.6267281106,48128.0,0.9845284022314906,1.0,217,1.0 12039,2023,452,132132.0110619469,91842.0,0.9027807469947217,1.0,452,1.0 -12003,2018,444,116913.6981981982,115302.0,1.0,1.0,444,1.0 -05003,2015,71,11616.56338028169,9840.0,,,, -01117,2017,5408,24859.759615384617,20080.0,0.12971159529089607,0.10005031587437847,5408,1.0 -06051,2018,575,376812.6817391304,273264.0,,,, -06059,2023,21226,833477.0423537171,615193.0,,,, +12039,2022,631,105706.92393026942,76470.0,0.9086814730993946,1.0,631,1.0 +12039,2021,548,87896.85218978103,62991.5,0.9336806439301346,1.0,548,1.0 +12039,2020,555,74764.76396396397,58183.0,0.9632150627857082,1.0,555,1.0 +12039,2019,499,76784.97394789579,61877.0,0.9665657432029057,1.0,499,1.0 +12039,2018,476,76506.25210084034,58942.0,0.9679580450324561,1.0,476,1.0 +12039,2017,711,73400.22362869198,56300.0,0.9833165621060804,1.0,711,1.0 +12039,2016,775,68495.32,52667.0,0.9765587570608412,1.0,775,1.0 +12039,2015,421,74187.47268408551,61175.0,0.9794682430976155,1.0,421,1.0 +12039,2014,389,78419.7146529563,66229.0,0.9847436758633595,1.0,389,1.0 +12037,2022,169,356067.9349112426,201914.0,0.9511803177883965,1.0,169,1.0 +12037,2021,686,279759.04664723034,176438.5,0.9609408718167181,1.0,686,1.0 +12037,2020,620,253140.06129032257,160216.0,0.9622873872906383,1.0,620,1.0 +12037,2019,468,191574.52777777778,114409.0,0.966742683786021,1.0,468,1.0 +12037,2018,470,196464.6744680851,137388.5,0.9768773090038748,1.0,470,1.0 +12037,2017,607,175394.52224052718,120201.0,0.9779961405403276,1.0,607,1.0 +12037,2016,670,174418.92835820894,105386.5,0.9758310734661358,1.0,670,1.0 +12037,2015,491,173382.50509164968,113022.0,0.984801240552081,1.0,491,1.0 +12037,2014,462,144060.92424242425,98533.5,0.9828085407269752,1.0,462,1.0 +12035,2022,3541,264083.48630330415,227426.0,0.8139064707232481,1.0,3541,1.0 +12035,2021,5634,181909.4275825346,158066.0,0.9170407098180213,1.0,5633,0.9998225062122825 +12035,2020,5301,162515.1363893605,140005.0,0.9405727687902669,1.0,5301,1.0 +12035,2019,4598,143300.49565028274,124000.0,0.9352156519685709,1.0,4598,1.0 +12035,2018,4564,133180.48444347063,116740.5,0.9422790531525995,1.0,4564,1.0 +12035,2017,4243,132013.1998585906,111376.0,0.9512752995616099,1.0,4243,1.0 +12035,2016,4002,133573.52698650674,110789.5,0.9389750856437521,1.0,4002,1.0 +12035,2015,3721,128640.02391830154,112579.0,0.9438843756075794,1.0,3721,1.0 +12035,2014,3540,122592.70621468927,107004.5,0.9777980518064874,1.0,3540,1.0 +12033,2022,8234,174611.3709011416,126750.0,0.8898976889715616,1.0,8234,1.0 +12033,2021,8898,154254.30287705103,111267.5,0.9227911376155353,1.0,8898,1.0 12033,2020,7048,141508.0706583428,103728.0,0.9382618214775001,1.0,7048,1.0 +12033,2019,6914,141660.69872722012,101797.5,0.9402187030443744,1.0,6914,1.0 +12033,2018,6873,129888.3737814637,94748.0,0.9456974399534558,1.0,6873,1.0 +12033,2017,8714,129170.59857700253,86466.5,0.9557092449547563,1.0,8714,1.0 +12033,2016,9732,112111.08353884093,82755.0,0.9469537161495838,1.0,9732,1.0 +12033,2015,5929,113554.7680890538,85304.0,0.969304815509257,1.0,5929,1.0 +12033,2014,5353,109583.71044274239,84127.0,0.9744472383437286,1.0,5353,1.0 +12031,2022,25286,235911.4457407261,150361.5,0.8943455169238009,1.0,25286,1.0 +12031,2021,30530,206276.58352440223,128550.0,0.9290721838173981,1.0,30444,0.9971830985915493 +12031,2020,22830,181021.34419623303,126111.5,0.9370327466298625,1.0,22830,1.0 +12031,2019,22308,182593.50820333514,118000.0,0.9336829435392074,1.0,22308,1.0 +12031,2018,21980,165656.41069153775,110250.0,0.9385916177001911,1.0,21980,1.0 +12031,2017,24559,159800.08314670794,103199.0,0.9387781178260919,1.0,24559,1.0 +12031,2016,26959,138528.55588115286,95000.0,0.934995086674378,1.0,26959,1.0 +12031,2015,18109,134699.7596775084,98582.0,0.958325647419129,1.0,18109,1.0 +12031,2014,16688,126176.46063039309,91392.5,0.9731634625433175,1.0,16688,1.0 +12029,2022,390,79809.66666666667,58867.5,0.9027000041311559,1.0,390,1.0 +12029,2021,424,73453.60377358491,53350.0,0.941345426115385,1.0,424,1.0 +12029,2020,425,61327.221176470586,46000.0,0.9484790692333465,1.0,425,1.0 +12029,2019,338,59186.718934911245,42000.0,0.9609358225289651,1.0,338,1.0 12029,2018,348,58523.62643678161,43150.0,0.9717490066367127,1.0,348,1.0 -06055,2022,1365,693408.0805860806,530400.0,1.0,1.0,1365,1.0 -05133,2015,437,13090.114416475972,10660.0,0.19742706233760132,0.2,437,1.0 -08067,2016,1254,29398.763955342904,24890.0,0.10524144952075577,0.07960266702952783,1254,1.0 -08055,2014,119,9071.747899159664,6166.0,0.1012198230394578,0.07960122404203314,119,1.0 -01099,2015,154,91741.49350649351,66150.0,1.0,1.0,154,1.0 -06113,2023,1888,396466.40201271186,340458.5,,,, -08073,2020,105,9358.371428571429,7158.0,0.09623575144476887,0.07150142586540663,105,1.0 -12009,2018,18175,143174.9507565337,112740.0,0.8863702753857952,1.0,18175,1.0 -05135,2021,691,15894.081041968162,10920.0,0.200000000000001,0.2,691,1.0 -08057,2018,20,10488.3,9925.0,0.10177247470439135,0.07204512411517361,20,1.0 -06105,2015,407,116121.33906633906,86403.0,,,, -08107,2020,1229,47974.182262001625,32380.0,0.08574174095067655,0.07150116503891726,1229,1.0 -06049,2021,243,126876.74074074074,85035.0,,,, -08051,2017,454,31007.26872246696,19675.0,0.10160114128919095,0.07200217161914539,454,1.0 -06089,2018,3702,210082.62317666126,185000.0,,,, -05135,2018,453,12132.693156732892,9690.0,0.20000000000000165,0.2,453,1.0 -06097,2022,6513,499526.6502379856,413867.0,,,, -12075,2019,1020,67581.13235294117,52242.5,0.9202610442504018,1.0,1020,1.0 -08063,2019,95,10375.621052631579,8949.0,0.08170350941172677,0.0715015997940495,95,1.0 -08065,2020,189,18282.51851851852,15687.0,0.11197871543837733,0.0715002771909321,189,1.0 -01071,2017,488,112673.5655737705,89550.0,1.0,1.0,488,1.0 -01121,2020,1767,15710.096208262592,12440.0,0.15035270466439588,0.15304347826086956,1767,1.0 -02150,2013,143,261600.0,260700.0,,,, -08023,2014,80,5090.6,3552.0,,,, -01029,2013,30,116149.33333333333,83135.0,1.0,1.0,30,1.0 -05021,2017,269,10649.665427509293,8710.0,0.20000000000000084,0.2,269,1.0 -05105,2016,17,9125.529411764706,9858.0,,,, -06003,2015,71,250053.60563380283,199000.0,,,, -08041,2015,31492,18456.544519242983,14960.0,0.10419198303304254,0.07960157400531441,31492,1.0 -08105,2021,338,17475.94674556213,13028.0,0.0834233834098727,0.07150064078053558,338,1.0 -08023,2015,101,6110.079207920792,4263.0,0.1504055145579702,0.07961953617612483,101,1.0 -01003,2021,10808,44318.354922279796,29780.0,0.14363483400630064,0.10009216589861751,10808,1.0 -06103,2017,1080,147475.28055555557,126661.0,,,, -01021,2020,1428,18059.52380952381,13980.0,0.14726890756302166,0.1,1428,1.0 -08079,2018,40,32330.725,14692.0,0.11099063128335111,0.07200063770640437,40,1.0 -06079,2016,4756,396366.90853658534,339530.0,,,, -02090,2016,1073,210492.8182665424,207226.0,1.0,1.0,1073,1.0 -05053,2020,285,21437.43859649123,19820.0,0.20000000000000095,0.2,285,1.0 -01091,2023,57,13586.666666666666,12600.0,0.12469190887891517,0.10032858707557503,57,1.0 -05149,2017,242,15644.752066115703,13035.0,0.20000000000000062,0.2,242,1.0 -05009,2018,649,22378.674884437598,20250.0,0.20000000000000182,0.2,649,1.0 -08097,2018,745,177669.46308724832,79590.0,0.08011908340281583,0.0720001441155807,745,1.0 -08105,2019,263,13635.315589353611,10456.0,0.08979684764657771,0.0715006729475101,263,1.0 -08117,2019,2109,49608.810336652445,38041.0,0.08494866606436778,0.07150005029092019,2109,1.0 -08043,2022,971,16110.19876416066,14456.0,0.07086777281319953,0.06950071156907178,971,1.0 -06013,2022,8859,560123.9688452422,425000.0,,,, +12029,2017,319,55935.07210031348,40500.0,0.9655897952010897,1.0,319,1.0 +12029,2016,356,57514.019662921346,43950.0,1.0,1.0,356,1.0 +12029,2015,318,57975.553459119496,42600.0,0.9980529591994081,1.0,318,1.0 +12029,2014,307,56336.25081433225,43600.0,0.9549651549212693,1.0,307,1.0 +12027,2022,52,130218.23076923077,121283.5,0.8902329999549494,1.0,52,1.0 +12027,2021,625,117726.3728,100000.0,0.8872861026797619,1.0,624,0.9984 +12027,2020,536,102904.92164179105,86000.0,0.9006780232515987,1.0,536,1.0 +12027,2019,569,92162.46748681898,76000.0,0.8914412592021113,1.0,569,1.0 +12027,2018,519,101350.17919075144,73808.0,0.9174731008065203,1.0,519,1.0 +12027,2017,588,86112.63265306123,63770.0,0.8431172523410015,1.0,588,1.0 +12027,2016,718,69938.98050139275,56738.0,0.953933096901134,1.0,718,1.0 +12027,2015,535,86074.89158878505,56701.0,0.9647639707585273,1.0,535,1.0 +12027,2014,453,67442.47461368653,55927.0,0.9827385360395989,1.0,453,1.0 +12023,2022,1384,113333.3323699422,94630.5,0.8939537525128343,1.0,1384,1.0 +12023,2021,1364,113596.8629032258,93382.0,0.9088983824102632,1.0,1364,1.0 +12023,2020,1263,102810.53206650831,84383.0,0.9355816506785394,1.0,1263,1.0 +12023,2019,1219,89896.33716160788,76599.0,0.9562806331327124,1.0,1219,1.0 +12023,2018,1258,85023.05087440381,66925.5,0.9667404340430623,1.0,1258,1.0 +12023,2017,1424,82044.71558988764,64742.0,0.9888243256395355,1.0,1424,1.0 +12023,2016,1526,85492.4384010485,62545.0,0.9859644756673416,1.0,1526,1.0 +12023,2015,990,90504.71717171717,68383.0,0.983926768165726,1.0,990,1.0 +12023,2014,916,90235.93558951965,66399.5,0.9760731670883704,1.0,916,1.0 +12021,2022,16738,423906.0423587047,243490.0,0.7645524637949718,0.7789878402678432,16738,1.0 +12021,2021,23494,426614.1920915978,243649.5,0.9173296604783596,1.0,23441,0.9977441048778412 +12021,2020,18345,407998.5058599073,233451.0,0.9162089113800068,1.0,18345,1.0 +12021,2019,15869,358829.5639926902,208588.0,0.8991687851697323,1.0,15869,1.0 +12021,2018,15244,364999.5842954605,203952.5,0.8891060441810565,1.0,15244,1.0 +12021,2017,15312,333039.5735370951,187183.0,0.8652845013517012,0.964335093783432,15312,1.0 +12021,2016,18984,307782.81147281924,173490.5,0.8666717662269492,0.9396763313059233,18984,1.0 +12021,2015,22694,298299.98704503395,165292.0,0.9010376048325682,0.974160777385159,22694,1.0 +12021,2014,16265,284326.3330464187,147840.0,0.8798536940369238,1.0,16265,1.0 +12019,2022,4768,205789.23972315437,174874.5,0.8526075840921216,1.0,4768,1.0 +12019,2021,6688,163301.6677631579,144569.0,0.9045572545094308,1.0,6688,1.0 +12019,2020,5677,154427.23075568082,131954.0,0.9224400093542761,1.0,5677,1.0 +12019,2019,5407,145559.3722951729,130706.0,0.9170635838157981,1.0,5407,1.0 +12019,2018,5244,144038.5997330282,120071.0,0.9227170910655179,1.0,5244,1.0 +12019,2017,6073,132831.26494319117,113211.0,0.9348350926633513,1.0,6073,1.0 +12019,2016,6447,117270.55684814643,96561.0,0.9527256548165198,1.0,6447,1.0 +12019,2015,4896,115112.24897875817,100394.0,0.9671073648769158,1.0,4896,1.0 +12019,2014,4297,105824.96881545264,91682.0,0.9749556367778536,1.0,4297,1.0 +12017,2022,6215,131475.52067578438,109410.0,0.847375616374609,1.0,6215,1.0 +12017,2021,6872,112604.43611757857,95728.5,0.8935200755496,1.0,6847,0.9963620488940629 +12017,2020,6000,119364.9535,102301.5,0.9972615556186343,1.0,5994,0.999 +12017,2019,5510,113598.15916515427,96657.5,1.0,1.0,5501,0.9983666061705989 +12017,2018,5946,97816.41826437942,80331.0,1.0,1.0,5917,0.9951227716111671 +12017,2017,5601,85808.1281913944,68142.0,0.9415506416549657,1.0,5601,1.0 +12017,2016,5699,80465.51921389718,62486.0,0.9591212283032925,1.0,5699,1.0 +12017,2015,5526,79879.10278682591,62291.5,0.9731251153394157,1.0,5526,1.0 +12017,2014,5910,79477.4439932318,61655.0,0.9777831743756522,1.0,5910,1.0 +12015,2022,8894,190273.15808410165,152435.5,0.8656650548004348,1.0,8894,1.0 +12015,2021,11386,165586.49244686458,135021.0,0.9211114261152208,1.0,11384,0.9998243456876866 +12015,2020,10025,149888.18992518703,122079.0,0.9347205461363255,1.0,10023,0.9998004987531172 +12015,2019,9089,138124.56606887447,112261.0,0.9238277201203591,1.0,9089,1.0 +12015,2018,8828,137133.36248300862,108439.0,0.9203737456441969,1.0,8827,0.9998867240598097 +12015,2017,9671,126731.77716885535,102081.0,0.9233168187821631,1.0,9671,1.0 +12015,2016,10109,118361.15916510041,92912.0,0.7940607055076272,0.8159064726986514,8692,0.8598278761499654 +12015,2015,8476,111252.23041529024,87185.0,0.9106447648831082,0.8228,7263,0.8568900424728646 +12015,2014,7581,106638.44004748714,82863.0,0.7819651322137835,0.7898346920099739,6429,0.84804115552038 +12013,2022,148,76936.27027027027,65611.5,0.898351675769491,0.9242401407847254,148,1.0 +12013,2021,150,66651.96,50591.5,0.9547683878406146,1.0,150,1.0 +12013,2020,169,69020.20118343196,57887.0,0.9447704783232408,1.0,169,1.0 +12013,2019,139,57913.87050359712,46348.0,0.986191831869266,1.0,139,1.0 +12013,2018,111,70230.81981981982,57292.0,0.9806774694587881,1.0,111,1.0 +12013,2017,193,57922.461139896375,41888.0,0.9615652409050415,1.0,193,1.0 +12013,2016,208,61043.158653846156,46847.0,0.9584414048943801,1.0,208,1.0 +12013,2015,110,68046.20909090909,55935.0,0.9897993868098692,1.0,110,1.0 +12013,2014,110,70462.2,62687.5,0.9714311197417849,1.0,110,1.0 +12011,2024,3814,347559.86103828,255180.0,0.8322645133770464,0.9665967370235921,3814,1.0 +12011,2023,34543,323005.29774483974,223150.0,0.7360751345990999,0.784328286699885,34543,1.0 +12011,2022,45259,304309.41271349345,198800.0,0.7876872802674413,0.8637222890531019,45259,1.0 +12011,2021,51954,307278.6742118028,202595.0,0.8411223914078196,0.9547082906857728,51952,0.9999615044077453 +12011,2020,39920,284910.3494488978,200290.0,0.8754485600367538,1.0,39920,1.0 12011,2019,42496,267927.0397213855,179050.0,0.872017377824918,1.0,42495,0.999976468373494 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+12009,2019,17885,153001.8138104557,122730.0,0.8857599857164372,1.0,17885,1.0 +12009,2018,18175,143174.9507565337,112740.0,0.8863702753857952,1.0,18175,1.0 +12009,2017,19226,131578.00488921252,100690.0,0.8268998509354856,1.0,19226,1.0 +12009,2016,21016,124403.64864864865,96500.0,0.9075041089248838,1.0,21016,1.0 +12009,2015,17303,116327.35017049067,88930.0,0.9125327515123766,0.9803431022158685,17303,1.0 +12009,2014,15676,107073.14429701454,81400.0,0.9394375582819092,1.0,15676,1.0 +12007,2022,412,103635.08980582525,87488.5,0.9157720231964415,1.0,412,1.0 +12007,2021,485,104387.7587628866,83265.0,0.961398314863567,1.0,485,1.0 +12007,2020,446,87081.78923766816,69292.0,0.9774436341981895,1.0,446,1.0 +12007,2019,439,88652.32346241458,69503.0,0.9782188880382633,1.0,439,1.0 +12007,2018,435,79093.79310344828,64260.0,0.9754317577606736,1.0,435,1.0 +12007,2017,474,78428.49578059072,63908.0,0.9757447102395954,1.0,474,1.0 +12007,2016,601,77830.16638935108,60438.0,0.9633878164322736,1.0,601,1.0 +12007,2015,355,75229.27605633803,59021.0,0.9808912122332495,1.0,355,1.0 +12007,2014,297,78670.57239057239,62545.0,0.9836716525970719,1.0,297,1.0 +12005,2022,8439,200141.58822135325,157650.0,0.8945140719559025,0.9837831202046036,8439,1.0 +12005,2021,10062,178206.50715563507,149447.5,,,, +12005,2020,16184,176328.03645575876,138510.0,50.2739372459048,1.0,16184,1.0 +12005,2019,7898,139698.8096986579,113434.0,0.9891526666328451,1.0,7898,1.0 +12005,2018,6790,154340.3969072165,125838.0,0.9690628390356377,1.0,6790,1.0 +12005,2017,7532,142499.94423791821,114497.0,0.9726165231467797,1.0,7529,0.9996016994158258 +12005,2016,7277,142535.0458980349,108375.0,0.9691963210202615,1.0,7277,1.0 +12005,2015,5660,140741.3245583039,110050.0,0.9695661417259586,1.0,5660,1.0 +12005,2014,5185,133297.21851494696,109717.0,0.9797522838128575,1.0,5185,1.0 +12003,2023,367,153305.07629427794,127489.0,0.7823051219031585,0.8034039994846762,367,1.0 +12003,2022,472,131984.07627118644,124238.5,0.769663629307161,0.7750318710351538,472,1.0 +12003,2021,552,126516.8079710145,116318.0,0.8840605863418604,0.9696798124346087,538,0.9746376811594203 +12003,2020,452,114517.9557522124,112584.0,0.8880960215627245,1.0,452,1.0 +12003,2019,362,107369.55248618785,103311.5,0.9257841719160566,1.0,362,1.0 +12003,2018,444,116913.6981981982,115302.0,1.0,1.0,444,1.0 +12003,2017,578,84821.96193771626,66068.0,1.0,1.0,578,1.0 +12003,2016,508,94452.84448818897,83283.5,1.0,1.0,508,1.0 +12003,2015,341,93339.83870967742,85318.0,1.0,1.0,341,1.0 +12003,2014,302,94209.5463576159,90566.5,0.9881259173909928,1.0,302,1.0 +12001,2022,5675,251639.56881057267,132625.0,0.9091437604054544,1.0,5675,1.0 +12001,2021,6339,181254.47673134564,127679.0,0.9211914631892623,1.0,6338,0.9998422464111059 +12001,2020,5402,150894.30858941132,118529.0,0.9316862311633993,1.0,5402,1.0 +12001,2019,5270,150772.17855787475,115240.5,0.9340730239284084,1.0,5270,1.0 +12001,2018,5465,165389.28526989935,108990.0,0.9385654628435288,1.0,5465,1.0 +12001,2017,5825,144015.88858369098,103100.0,0.938873905767973,1.0,5825,1.0 +12001,2016,5809,125311.06937510759,94800.0,0.9528775193560841,1.0,5809,1.0 +12001,2015,5622,121067.78904304518,88700.0,0.94949543523292,1.0,5622,1.0 12001,2014,5537,112769.12046234423,80500.0,0.9758478147808861,1.0,5537,1.0 -01089,2017,7790,21356.510911424903,16700.0,0.14216531411380257,0.10017021288924428,7790,1.0 -12037,2022,169,356067.9349112426,201914.0,0.9511803177883965,1.0,169,1.0 -01009,2015,18,17011.11111111111,13980.0,0.12026056237494297,0.10013946360600329,18,1.0 -01073,2020,15637,27747.220310801305,17370.0,0.13569738471721385,0.1,15637,1.0 -12065,2018,214,82496.42990654205,62721.0,0.924138449735303,1.0,214,1.0 +12001,2013,5249,127542.16041150695,85500.0,0.9922075384070314,1.0,5249,1.0 +11001,2023,6818,991725.4100909358,617195.0,1.0,1.0,6818,1.0 +11001,2022,9354,894967.9511438956,567605.0,1.0,1.0,9079,0.9706008124866368 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-01133,2018,460,26715.521739130436,17390.0,0.17313603350808016,0.19998223169864962,460,1.0 -12027,2016,718,69938.98050139275,56738.0,0.953933096901134,1.0,718,1.0 -05065,2014,128,14943.125,9960.0,0.19999999999999954,0.2,128,1.0 -05087,2022,337,23348.486646884274,18630.0,0.20000000000000123,0.2,337,1.0 -06087,2021,3081,643452.7857838364,538545.0,,,, -02020,2015,4406,304137.74398547434,283100.0,1.0,1.0,4406,1.0 -04012,2021,530,102667.02641509434,62573.0,0.9562110549284168,1.0,530,1.0 -05065,2016,168,12914.22619047619,9650.0,0.19999999999999962,0.2,168,1.0 -04019,2020,49810,18273.921622164224,13586.0,0.0980122995688132,0.0933615901499262,49648,0.9967476410359366 -05059,2014,71,11000.929577464789,7945.0,,,, -06111,2023,5892,627613.671418873,509059.5,,,, -12057,2017,39302,182307.33611521043,123041.0,0.9989790575706686,1.0,39302,1.0 -08087,2020,585,16927.760683760684,13710.0,0.10510626958973558,0.07150427738663033,585,1.0 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+08117,2018,2119,42256.29589428976,31144.0,0.08509615836136186,0.0720000563970526,2119,1.0 +08117,2017,2273,41081.19313682358,30452.0,0.08660337486465516,0.07200008764465933,2273,1.0 +08117,2016,2146,37911.988350419386,28435.0,0.09142965504309422,0.07959878916209191,2146,1.0 +08117,2015,2237,39176.56995976755,29162.0,0.09296963063290911,0.07959890463917525,2237,1.0 +08117,2014,1900,35680.546842105265,28067.0,0.09088016352974403,0.07959880024196025,1900,1.0 +08117,2013,1462,38626.99316005472,28840.0,0.09304757424064938,0.07959892851503175,1462,1.0 +08115,2022,61,6519.016393442623,5580.0,2.120470968059107,0.946031746031746,61,1.0 +08115,2021,52,7505.961538461538,5360.0,0.08159383233485783,0.0715102330777782,52,1.0 +08115,2020,39,7759.615384615385,6050.0,0.0771323805950064,0.07150939126499208,39,1.0 +08115,2019,33,5850.0,4860.0,0.07322773059116208,0.07151265450264861,33,1.0 +08115,2018,41,6015.8536585365855,3880.0,0.08327437307057935,0.07201889020070838,41,1.0 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-01051,2017,1471,23321.03331067301,17820.0,0.14191457245632458,0.1001136135801644,1471,1.0 -01071,2014,454,104370.04405286344,86050.0,1.0,1.0,454,1.0 -08037,2015,3168,67991.35732323233,36920.0,0.08925587503421076,0.07960048426150121,3168,1.0 -08011,2022,56,15710.285714285714,6280.0,0.08806037895522108,0.06768100348157016,56,1.0 -01133,2019,1230,29177.024390243903,19140.0,0.17445222288236711,0.19998664547302078,1230,1.0 -05023,2021,946,28074.855179704016,23040.0,0.19999999999999768,0.2,946,1.0 -05045,2019,2322,27729.234711455643,23890.0,0.19999999999999232,0.2,2322,1.0 -01103,2019,2185,17217.340961098398,14980.0,0.1359197440920104,0.10011454753722795,2185,1.0 -01037,2016,2,8580.0,8580.0,0.10017174217847108,0.10017174217847108,2,1.0 -01047,2020,714,15263.501400560224,12280.0,0.15385257147353362,0.2,714,1.0 -06107,2020,5437,174825.32996137577,148594.0,,,, -05027,2014,9,7873.333333333333,3820.0,0.19999999999999998,0.2,9,1.0 -08011,2018,69,6712.869565217391,3308.0,0.09491964678146401,0.07200289304207991,69,1.0 -12085,2014,3268,188562.94430844553,119537.0,0.9509090734737523,1.0,3268,1.0 -12071,2013,24036,141821.56078382427,93704.5,0.9997643160914621,1.0,24036,1.0 -02180,2018,39,226428.20512820513,212400.0,,,, -05077,2013,67,7245.671641791045,5720.0,0.19999999999999976,0.2,67,1.0 -06085,2017,18605,669590.4891695781,497837.0,,,, -09005,2021,4007,195567.92288495135,141470.0,,,, -08045,2016,1300,24244.284615384615,19440.0,0.10028447832898982,0.07960273357013298,1300,1.0 -01025,2019,88,7083.409090909091,5367.5,0.06761363636363626,0.05,88,1.0 -01101,2020,3783,23644.25588157547,16220.0,0.14549299497753485,0.1,3783,1.0 -06075,2023,4789,1284879.3700146168,922982.0,,,, -12017,2022,6215,131475.52067578438,109410.0,0.847375616374609,1.0,6215,1.0 -05015,2018,502,23352.187250996016,19275.0,0.19999999778230235,0.2,502,1.0 -06029,2021,16227,197676.55099525483,178694.0,,,, 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+08111,2016,19,21476.78947368421,18928.0,0.10174776238311915,0.07960070984915706,19,1.0 +08111,2015,9,16510.666666666668,17384.0,0.14973502020101379,0.07960107684777289,9,1.0 +08111,2014,9,19101.777777777777,16856.0,0.10297816912455059,0.07960167563468275,9,1.0 08111,2013,14,14059.142857142857,12393.0,0.10966254227572049,0.07960077017827233,14,1.0 -12059,2016,238,48626.970588235294,43009.0,0.9418542754336451,1.0,238,1.0 -06031,2022,1803,180329.40654464782,161028.0,,,, -02170,2022,141,338506.06382978725,317600.0,1.0,1.0,141,1.0 -08025,2012,40,4376.875,3580.0,0.09378540297090608,0.07966052679374683,40,1.0 -12041,2021,364,88437.75274725274,70526.5,0.8939191185939601,1.0,364,1.0 +08109,2022,156,9705.294871794871,6737.0,0.09531532159716535,0.07150200285614121,156,1.0 +08109,2021,206,12150.563106796117,9056.5,0.08311348102376302,0.0715012713348544,206,1.0 +08109,2020,147,8811.86394557823,7376.0,0.08605206867947503,0.07150055601890465,147,1.0 +08109,2019,138,8061.231884057971,6255.0,0.09521254962649701,0.07150077365815444,138,1.0 +08109,2018,126,9322.34126984127,6716.5,0.09620700395102516,0.0720018049478392,126,1.0 +08109,2017,132,9174.530303030304,7390.0,0.10354374433940274,0.07200176582885748,132,1.0 +08109,2015,108,8266.185185185184,7106.0,0.10973388687908149,0.07960186688089815,108,1.0 +08109,2014,89,6741.730337078651,5010.0,0.11331325375010615,0.0796028908100605,89,1.0 +08109,2013,93,9667.118279569893,7759.0,0.11133619241710396,0.07960164575915045,93,1.0 +08107,2022,879,50115.904436860066,34160.0,0.07537366985987073,0.069501026127975,879,1.0 +08107,2021,1222,55510.88379705401,35075.0,0.0827783920161417,0.07150229485188432,1222,1.0 +08107,2020,1229,47974.182262001625,32380.0,0.08574174095067655,0.07150116503891726,1229,1.0 +08107,2019,975,44901.82564102564,29860.0,0.08195910933395063,0.07150094806224104,975,1.0 +08107,2018,984,37273.922764227646,27170.0,0.09085636741784603,0.07200108008404829,984,1.0 +08107,2017,1064,36353.81578947369,27620.0,0.09215184067345303,0.07200198832076041,1064,1.0 +08107,2016,978,36141.04294478527,25135.0,0.09565336984108844,0.07960133805357189,978,1.0 08107,2015,896,40009.75446428572,26170.0,0.09718950722007946,0.07960126605304325,895,0.9988839285714286 -01001,2021,466,18411.45922746781,16500.0,0.12725321888412108,0.1,466,1.0 -08117,2016,2146,37911.988350419386,28435.0,0.09142965504309422,0.07959878916209191,2146,1.0 +08107,2014,799,35279.17396745933,25250.0,0.09826740276862918,0.07960128304031833,799,1.0 +08107,2012,671,47793.59165424739,33380.0,0.08967173121340338,0.07960250683840588,671,1.0 +08105,2022,282,18605.056737588653,12589.0,0.07944178319306376,0.06950023496301358,282,1.0 +08105,2021,338,17475.94674556213,13028.0,0.0834233834098727,0.07150064078053558,338,1.0 +08105,2020,304,16744.253289473683,12866.0,0.09445607177581114,0.07150091763547241,304,1.0 +08105,2019,263,13635.315589353611,10456.0,0.08979684764657771,0.0715006729475101,263,1.0 +08105,2018,257,15452.396887159533,10596.0,0.08618081139738429,0.07200066304503432,257,1.0 +08105,2017,274,14396.102189781022,9358.0,0.09493085950620837,0.07200119529026708,274,1.0 +08105,2016,275,18963.261818181818,11440.0,,,, +08105,2015,448,14964.785714285714,11512.0,0.09354562510791918,0.07960028498631255,448,1.0 +08105,2014,189,15906.116402116402,11182.0,0.09505037333023757,0.07960156331578083,189,1.0 +08105,2013,175,13625.142857142857,10150.0,0.09324479013093476,0.07960094361410802,175,1.0 +08103,2022,171,15448.30409356725,11070.0,0.08133489233171731,0.06950708762886598,171,1.0 +08103,2021,208,17134.08653846154,12660.0,0.08085534488867732,0.06950519773227892,208,1.0 +08103,2020,178,13471.123595505618,11690.0,0.08768193611421857,0.07149771401293882,178,1.0 +08103,2019,146,12024.72602739726,10560.0,0.08951027921663897,0.07150759316741681,146,1.0 +08103,2018,138,13304.710144927536,11110.0,0.09247740763153221,0.07200740194863359,138,1.0 +08103,2017,118,12659.49152542373,11435.0,0.0852128449622727,0.07200680752584833,118,1.0 +08103,2016,109,16168.80733944954,13540.0,0.09685727750353462,0.07960614152202937,109,1.0 +08103,2015,121,73546.85950413223,12710.0,0.09573196279806927,0.07960939015714932,121,1.0 +08103,2014,92,16233.804347826086,12185.0,0.09451268522453453,0.0796141426448923,92,1.0 +08103,2013,120,14934.416666666666,12935.0,0.10067202911723115,0.07961300288383072,120,1.0 +08103,2012,94,13765.63829787234,13380.0,,,, +08101,2022,3849,13926.106261366589,12210.0,0.07723538266169605,0.06949973767861001,3849,1.0 +08101,2021,4491,14496.60788243153,12540.0,0.09075535684763526,0.07150492041031306,4486,0.9988866622133156 +08101,2020,4259,16415.99272129608,15360.0,0.08325570633782575,0.0715051130133836,4259,1.0 +08101,2019,3941,11811.630804364375,9979.0,0.09678994043818305,0.07150124194568436,3941,1.0 +08101,2018,3879,9361.327146171694,8342.0,0.08522744457479944,0.07200008788536819,3879,1.0 +08101,2017,3903,12120.520112733795,10430.0,0.08386143359727964,0.07200012413814506,3903,1.0 +08101,2016,3492,10483.603665521192,8990.0,,,, +08101,2015,6340,10608.699369085174,9273.0,0.08766021437548853,0.07959956580969477,6340,1.0 +08101,2014,2803,10433.772386728506,8975.0,,,, +08099,2023,119,50566.857142857145,44969.0,0.39876997378189755,0.40122710733316475,114,0.957983193277311 +08099,2022,97,54404.64948453608,40309.0,0.4999908109940756,0.49999709452666935,97,1.0 +08099,2021,179,10785.938547486034,7299.0,0.09135555548224143,0.07960107544178137,179,1.0 +08099,2020,171,7296.444444444444,6348.0,0.08452447765279228,0.07959992992403128,171,1.0 +08099,2019,201,5649.895522388059,4741.0,0.07974271981211131,0.07149971664577287,201,1.0 +08099,2018,160,6384.4625,4839.0,0.07859778811769252,0.0720006922992482,160,1.0 +08099,2017,164,6149.524390243902,5560.0,0.08197461207374403,0.07200152656519446,164,1.0 +08099,2016,185,6736.356756756757,5725.0,,,, 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+08093,2019,766,20833.851174934727,19375.0,0.09865756471647122,0.07150132019465587,766,1.0 +08093,2018,882,21822.04081632653,20590.0,0.10113373566858418,0.07150268495374232,882,1.0 +08093,2017,974,18257.987679671456,17125.0,0.1038628536528193,0.07200397855474172,974,1.0 +08093,2016,935,17570.83422459893,16420.0,0.11326545314911317,0.07960784002161012,935,1.0 +08093,2015,896,17255.256696428572,15750.0,,,, +08091,2023,112,59250.53571428572,50625.0,0.07998124674336356,0.06765077207855319,112,1.0 +08091,2022,159,33072.201257861634,29110.0,0.08631472870872305,0.0695045401913584,159,1.0 +08091,2021,236,36742.1186440678,30515.0,0.10194885058978652,0.07150568415284514,236,1.0 +08091,2020,219,29532.374429223742,27220.0,0.11371509918543274,0.07150267030391516,219,1.0 +08091,2019,199,32830.65326633166,24990.0,0.12424378646405972,0.07150114300228601,199,1.0 +08091,2018,197,27281.522842639595,21750.0,0.12442951734571413,0.0720081135902637,197,1.0 +08091,2017,233,26972.5321888412,21770.0,0.132292672502229,0.07200734835810124,233,1.0 +08091,2016,186,24773.387096774193,21565.0,0.12899561443350394,0.07960716649644778,186,1.0 +08091,2015,169,27888.698224852073,23490.0,0.11148205024156553,0.07960334435154579,169,1.0 +08091,2012,112,31712.23214285714,26105.0,0.12080781328967034,0.079605173495853,112,1.0 +08089,2022,211,5547.739336492891,3635.0,,,, +08089,2021,664,5775.596385542169,4344.5,0.07553912778950769,0.07149983372131692,664,1.0 +08089,2020,280,5093.3607142857145,4439.0,0.07281767483495556,0.0715004644100572,280,1.0 +08089,2019,294,6059.4455782312925,4758.0,0.07229993737679402,0.07149994460603146,294,1.0 +08089,2018,277,5663.101083032491,4509.0,0.07299704495918072,0.07199875864209238,277,1.0 +08089,2017,262,6092.064885496183,4704.5,0.07687523733180994,0.07200046437223065,262,1.0 +08089,2016,215,6118.274418604651,4897.0,,,, +08089,2015,518,6200.69111969112,4843.0,0.07942639156652911,0.07960006362807717,518,1.0 +08089,2014,233,6313.030042918455,4840.0,,,, +08087,2022,364,17291.978021978022,14495.0,0.07276172468060527,0.0695018363152955,364,1.0 +08087,2021,620,16991.532258064515,16005.0,0.0975310641465804,0.07149890535844498,620,1.0 +08087,2020,585,16927.760683760684,13710.0,0.10510626958973558,0.07150427738663033,585,1.0 +08087,2019,570,13694.842105263158,12705.0,0.13047757571884291,0.07150505486020381,570,1.0 +08087,2018,583,10769.056603773584,9190.0,,,, +08087,2017,934,12080.749464668093,9995.0,0.08847259999862646,0.071994921644259,934,1.0 +08087,2016,486,10431.872427983539,9260.0,0.09688624771246873,0.07960761689800928,486,1.0 +08087,2015,504,11758.551587301587,10285.0,0.09371422461508615,0.07960229771558976,504,1.0 +08087,2014,436,10407.752293577982,9265.0,0.0929017627843135,0.07959495148733581,436,1.0 08087,2013,404,11255.247524752474,9550.0,0.08859266344926466,0.0795938910829886,404,1.0 -12035,2016,4002,133573.52698650674,110789.5,0.9389750856437521,1.0,4002,1.0 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+08081,2020,316,12347.879746835442,11380.0,0.07346156522974691,0.07150358604458029,316,1.0 +08081,2019,271,11730.036900369003,10910.0,0.07338723826438256,0.07150303912504671,271,1.0 +08081,2018,296,11132.297297297297,10820.0,0.07754572288869621,0.07199601649165824,296,1.0 +08081,2017,292,11853.664383561643,10505.0,0.07597492545788984,0.07199519305328586,292,1.0 +08081,2016,217,14340.967741935483,11180.0,0.08206622194864112,0.07960959936620415,217,1.0 +08081,2015,167,10904.850299401198,10010.0,0.08839989747343577,0.07960877330373592,167,1.0 +08081,2013,157,13226.496815286624,11970.0,0.08504280494338577,0.0796117235411415,157,1.0 +08079,2022,44,14758.545454545454,13086.0,0.06951179572910035,0.06950085619677895,44,1.0 +08079,2021,61,21082.72131147541,17140.0,0.08714359354896775,0.07150064243548185,61,1.0 +08079,2020,49,19333.326530612245,15940.0,0.07718878077609058,0.07150051465341407,49,1.0 +08079,2019,33,18880.575757575756,16608.0,0.08535472675086359,0.07149962269328394,33,1.0 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+08061,2017,23,4803.913043478261,4490.0,0.08328339020667232,0.07201629589234446,23,1.0 +08061,2016,16,3637.5,3150.0,0.07966233194494783,0.07960503714712872,16,1.0 +08061,2015,20,3602.5,2305.0,0.07960388919400055,0.07961474185432404,20,1.0 +08061,2014,13,3561.5384615384614,3800.0,0.07964480948417603,0.0796070034009321,13,1.0 +08061,2012,16,3206.875,2110.0,0.08020829718647286,0.07961551172930925,16,1.0 +08059,2023,9315,40443.850885668275,34650.0,0.07216256366212374,0.060879486617374495,9315,1.0 +08059,2022,11016,31561.636891793754,28876.5,0.07848423171450851,0.0695000349255008,11016,1.0 +08059,2021,13667,36142.131118753205,30142.0,0.0801607965641074,0.07150006185899495,13560,0.992170922660423 +08059,2020,12790,31953.772243940577,27695.0,0.0813638855599855,0.07150005892108599,12790,1.0 +08059,2019,11945,32447.547090832984,27577.0,0.08127899769089318,0.0715000673148403,11945,1.0 +08059,2018,12200,28858.69606557377,24175.5,0.08407613709253578,0.07200003841794887,12200,1.0 +08059,2017,12827,29010.03937007874,24339.0,0.08396145344332577,0.07200007899076137,12827,1.0 +08059,2016,13068,25397.600168350167,21587.0,0.0992100140363412,0.07960027986493474,13068,1.0 +08059,2015,13102,25621.05968554419,21358.5,0.09357804131014807,0.07960025789813024,13102,1.0 +08059,2014,12193,20533.67735585992,17127.0,,,, +08057,2022,36,32949.833333333336,13426.0,0.08050153899042246,0.06950025424889611,36,1.0 +08057,2021,39,16640.410256410258,12059.0,0.07829488377972524,0.07150118959029882,39,1.0 +08057,2020,34,8594.911764705883,9175.5,0.07150052262837626,0.07150112621462595,34,1.0 +08057,2019,40,20486.475,10700.0,0.08144001304697217,0.07150166632092685,38,0.95 +08057,2018,20,10488.3,9925.0,0.10177247470439135,0.07204512411517361,20,1.0 +08057,2017,32,8177.15625,6900.0,0.07883586165761917,0.07201193143161388,32,1.0 +08057,2016,30,8905.2,7728.0,0.08004162195189751,0.0795993398926281,29,0.9666666666666667 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+08053,2022,3,9946.666666666666,12390.0,0.06951753384351901,0.06950911640953716,3,1.0 +08053,2021,2,6695.0,6695.0,0.07174047954866009,0.07174047954866009,2,1.0 +08053,2020,4,53330.0,37070.0,0.11307365258508288,0.07150453541201753,4,1.0 +08053,2019,1,1790.0,1790.0,0.07140007977662545,0.07140007977662545,1,1.0 +08051,2022,524,40094.02671755725,27045.0,0.0762187903098595,0.06950081381325557,524,1.0 +08051,2021,837,46737.3357228196,30250.0,0.08408639049800726,0.07150068969440139,837,1.0 +08051,2020,784,38641.31377551021,24010.0,0.09294338792127059,0.07150130181788417,784,1.0 +08051,2019,486,35676.02880658436,24395.0,0.09310029391537147,0.07150237612342222,486,1.0 +08051,2018,495,28889.79797979798,19410.0,0.1068722934071222,0.07200271160178191,495,1.0 +08051,2017,454,31007.26872246696,19675.0,0.10160114128919095,0.07200217161914539,454,1.0 +08051,2016,372,28874.7311827957,17530.0,0.1079521431774555,0.0796006008544253,372,1.0 +08051,2015,240,32081.75,17155.0,0.1003807765223461,0.07960122428387763,240,1.0 +08051,2014,251,24802.470119521913,16110.0,0.10036146543251893,0.07960161749288602,251,1.0 08049,2022,998,34102.76553106213,27050.0,0.07688796332895546,0.069502031768639,998,1.0 -05031,2022,1889,36350.78242456326,30855.0,0.19999999999999318,0.2,1889,1.0 -01063,2016,14,14211.42857142857,13470.0,0.12715328866335723,0.1001883627661175,14,1.0 -04015,2024,600,24290.25,20994.0,,,, -01083,2015,1921,17224.72670484123,13220.0,0.13713256370523755,0.10011049723756905,1921,1.0 -12047,2022,154,90564.5974025974,73335.5,0.8725071897303693,1.0,154,1.0 -06007,2014,2859,179824.5071703393,151221.0,,,, -06101,2023,825,297531.45212121215,254926.0,1.0,1.0,825,1.0 -06055,2015,1727,522992.57440648525,365269.0,,,, -08027,2017,165,13933.557575757575,12480.0,0.09710230568610798,0.07200031312992936,165,1.0 -01043,2014,5,19132.0,13860.0,0.14005316437397286,0.10022321428571429,5,1.0 -01041,2021,8,5645.0,3840.0,0.1370439044259917,0.13290790449177664,8,1.0 -01003,2013,4788,71709.01002506266,17850.0,0.1483406242493534,0.10052511163790728,4788,1.0 -06027,2017,219,215834.1689497717,190000.0,,,, -01055,2019,7382,14910.438905445679,12060.0,0.14772939192099155,0.1009009009009009,7382,1.0 -05001,2020,119,21834.285714285714,16870.0,0.19999999999999957,0.2,119,1.0 -06105,2023,264,235189.29545454544,200747.5,,,, -06047,2017,3895,139940.60436456997,122049.0,,,, -01015,2022,72,14447.861111111111,12364.0,0.13055555555555542,0.1,72,1.0 -01113,2020,2851,18503.851280252544,16340.0,0.15194735333579776,0.19965811965811966,2851,1.0 -09007,2020,2953,200441.80121909923,170400.0,,,, -06043,2018,378,183930.67724867724,170821.5,,,, -08037,2016,1591,60746.14079195474,36620.0,0.07964742936158542,0.07960131604472756,4,0.00251414204902577 +08049,2021,1267,35849.41594317285,28170.0,0.08836383188301052,0.07150204404589212,1267,1.0 +08049,2020,1321,31394.065102195305,25050.0,0.09786712578042742,0.07150366748166259,1321,1.0 +08049,2019,1248,28898.20512820513,23005.0,0.09160830476826337,0.07150335810413953,1248,1.0 +08049,2018,1267,22825.067087608524,18750.0,0.0976654924018536,0.0720027364460407,1267,1.0 +08049,2017,1285,24410.25680933852,18210.0,0.10185093368060866,0.07200248820693587,1285,1.0 +08049,2016,1166,20674.210977701543,16145.0,0.10773055029279803,0.07960314335242133,1166,1.0 +08049,2015,984,22237.388211382113,16840.0,0.09909472504331147,0.07960267818644381,984,1.0 +08049,2014,759,22878.02371541502,16820.0,0.09952343084232028,0.07960526315789473,751,0.9894598155467721 +08049,2012,71,25426.478873239437,18950.0,0.08859732031964951,0.07960083546066372,71,1.0 +08047,2022,188,26553.67021276596,25415.0,0.07161254950619747,0.06949904485419978,188,1.0 +08047,2021,236,27539.322033898305,25875.0,0.0790621526448373,0.07149989126437478,236,1.0 +08047,2020,201,25924.67661691542,23890.0,0.08823211363388608,0.07150107854333207,201,1.0 +08047,2019,167,23235.62874251497,22010.0,0.10560021523487649,0.07150563794453024,167,1.0 +08047,2018,186,20619.247311827956,18865.0,0.10166681005370003,0.07200213078212643,186,1.0 +08047,2017,169,18913.78698224852,17830.0,0.10968076990257344,0.07200419627104096,169,1.0 +08047,2016,176,20932.954545454544,18125.0,0.10351201781550304,0.07960312691464101,176,1.0 08047,2015,171,22404.035087719298,19640.0,0.09943699127776573,0.07960118216361924,171,1.0 -08079,2017,55,16673.836363636365,12998.0,0.11560651590008231,0.07200068574849011,55,1.0 -08083,2019,479,22562.624217119,15699.0,0.10639516047694628,0.07960047143014609,479,1.0 -12073,2018,5174,165986.0077309625,117415.0,0.9550650413702535,1.0,5174,1.0 -09005,2017,2572,195111.96150855365,149375.0,,,, -06035,2015,449,135493.0311804009,117978.0,,,, -01117,2020,5433,27678.03055402172,22840.0,0.12375912645354253,0.100038037276531,5433,1.0 -06083,2016,4484,551336.6895628903,316290.0,,,, -05135,2016,239,13496.401673640168,10710.0,0.2000000000000006,0.2,239,1.0 -06047,2023,2096,269978.2729007634,244494.0,,,, +08047,2014,157,18765.66878980892,17240.0,0.10149747295235602,0.07960506016661524,157,1.0 +08045,2022,1146,34522.635253054104,26120.0,0.07253843175618219,0.06950274417598507,1146,1.0 +08045,2021,1663,34984.68430547204,27100.0,0.08916735314751364,0.07150368033648791,1663,1.0 +08045,2020,1536,33840.104166666664,25730.0,0.09264070372007738,0.07150232952714211,1536,1.0 +08045,2019,1371,30643.975200583514,23580.0,0.08805026665195126,0.07150238341278042,1371,1.0 +08045,2018,1431,27501.362683438154,21210.0,0.08855081067308797,0.07200071199715201,1431,1.0 +08045,2017,1312,27032.431402439026,21685.0,0.09295183981308541,0.07200100625731354,1312,1.0 +08045,2016,1300,24244.284615384615,19440.0,0.10028447832898982,0.07960273357013298,1300,1.0 +08045,2015,1197,25609.84962406015,20110.0,0.10129275336787852,0.07960150293120541,1197,1.0 +08045,2014,1046,20996.711281070744,15140.0,,,, +08043,2022,971,16110.19876416066,14456.0,0.07086777281319953,0.06950071156907178,971,1.0 +08043,2021,1219,17658.40442986054,15644.0,0.08253883579227629,0.07150082244616286,1219,1.0 +08043,2020,1167,13984.347043701799,12142.0,0.09008473506180294,0.07150123739217293,1167,1.0 +08043,2019,1143,13429.59930008749,11940.0,0.09811361896446581,0.07150131569322873,1143,1.0 +08043,2018,1130,11960.567256637169,10022.0,0.11148492742835876,0.11148492742835876,4,0.0035398230088495575 +08043,2017,2313,11295.19757890186,9907.0,0.09010595891546033,0.0720000451375567,2313,1.0 +08043,2016,1108,11441.841155234657,10320.0,,,, +08043,2015,2061,11282.979136341582,10050.0,0.08955106441417941,0.07960727837973758,2061,1.0 +08043,2012,725,11008.452413793104,9992.0,0.09437404064407671,0.07960064516710369,725,1.0 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+08039,2020,788,28121.142131979694,29520.0,0.11689633884019497,0.07150677680996897,788,1.0 +08039,2019,701,30817.674750356633,31620.0,0.11194398335323152,0.07150688782682035,701,1.0 +08039,2018,659,26354.355083459788,26970.0,0.10429082453196169,0.0720038350910834,659,1.0 +08039,2017,723,26215.36652835408,27120.0,0.11499467402167271,0.07200437716578516,723,1.0 +08039,2016,663,22720.150829562594,21780.0,,,, +08039,2015,1278,22005.712050078248,21270.0,0.1060030274780662,0.07960331966841495,1278,1.0 +08039,2014,601,19139.46755407654,18510.0,,,, +08037,2023,1372,123685.64868804664,79745.0,0.06712953382671703,0.06700013370913416,1372,1.0 +08037,2022,1751,88932.5813820674,44410.0,0.07347682554549374,0.06950024016418498,1751,1.0 +08037,2021,1990,103289.09547738693,51315.0,0.08126955870398693,0.07150046931337556,1962,0.985929648241206 +08037,2020,2136,100127.265917603,50025.0,0.08449956507662353,0.07150036988015619,2136,1.0 +08037,2019,1763,75144.14634146342,45480.0,0.08397307165817133,0.07150065060944845,1763,1.0 +08037,2018,1778,85756.27671541057,41395.0,0.08867088979294431,0.07200049419617627,1778,1.0 +08037,2017,1760,70970.60227272728,38325.0,0.09107418703402541,0.07200046446058539,1760,1.0 +08037,2016,1591,60746.14079195474,36620.0,0.07964742936158542,0.07960131604472756,4,0.00251414204902577 +08037,2015,3168,67991.35732323233,36920.0,0.08925587503421076,0.07960048426150121,3168,1.0 +08037,2014,1410,62084.81560283688,30755.0,,,, +08035,2022,10408,33631.24039200615,29755.0,0.0999404874562614,0.06950168332050695,10408,1.0 +08035,2021,11880,39312.4494949495,35000.0,0.1532882548266614,0.06950365569424034,11860,0.9983164983164983 +08035,2020,11072,33982.77095375722,30340.0,0.10724232366547044,0.07150215411899193,11072,1.0 +08035,2019,10107,33963.09587414663,30060.0,0.10373585158350267,0.07150189207536356,10107,1.0 +08035,2018,9994,29739.194516710028,26140.0,0.10624883601930939,0.07200246358806228,9992,0.9997998799279568 +08035,2017,10383,29535.21140325532,26150.0,0.10775745158884861,0.07200254937256152,10383,1.0 +08035,2016,9414,26840.37391119609,23960.0,,,, +08035,2015,20091,27191.356328704394,24330.0,0.11622292084338237,0.07960326705760788,20091,1.0 +08035,2014,9248,22021.154844290657,19500.0,,,, +08033,2022,27,14535.222222222223,9068.0,0.08537525304363236,0.069501250551714,27,1.0 +08033,2021,42,13715.857142857143,9302.5,0.0909253475664886,0.07150088337265403,42,1.0 +08033,2020,40,12742.55,10420.0,0.10550089811627317,0.0715016011038036,40,1.0 +08033,2019,41,14719.609756097561,14036.0,0.10013195163690339,0.07960009658995465,41,1.0 +08033,2018,43,15161.093023255815,12539.0,0.09427897572859285,0.07959996747703066,43,1.0 +08033,2017,16,10664.8125,8608.0,0.09275149290243159,0.07959991645371245,16,1.0 +08033,2016,22,9105.59090909091,8352.0,0.10829147247806291,0.07960139249462075,22,1.0 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-08014,2019,1698,36368.39811542992,28425.0,0.09201721580206114,0.07200110676883273,1698,1.0 -01021,2013,418,14048.133971291865,10620.0,0.14638906202129037,0.10043573191570154,418,1.0 -05121,2021,418,17167.87081339713,14202.5,0.20000000000000154,0.2,418,1.0 -06009,2018,1261,228217.60031720856,213860.0,,,, -01039,2017,7,5597.142857142857,5260.0,0.11962740829741234,0.12812276945039258,7,1.0 -06027,2020,203,278422.50738916255,265301.0,,,, -06041,2021,4323,1087525.3610918343,775000.0,,,, -08049,2017,1285,24410.25680933852,18210.0,0.10185093368060866,0.07200248820693587,1285,1.0 -12083,2014,8769,85168.12384536435,68879.0,0.9695086445060817,1.0,8769,1.0 -08039,2023,546,37626.35531135531,36915.0,0.06781966895265934,0.06700103493436949,546,1.0 -01055,2015,1196,14356.80602006689,11550.0,,,, -05009,2020,739,23539.5399188092,20860.0,0.2000000000000002,0.2,739,1.0 -06083,2015,2801,580993.8693323813,307381.0,,,, -12001,2020,5402,150894.30858941132,118529.0,0.9316862311633993,1.0,5402,1.0 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-08105,2015,448,14964.785714285714,11512.0,0.09354562510791918,0.07960028498631255,448,1.0 -01105,2018,52,9188.076923076924,8020.0,0.13356286066383716,0.10034033393289199,52,1.0 -12041,2019,342,70787.33333333333,56602.0,0.9405541418730008,1.0,342,1.0 -12059,2020,179,66352.07821229051,53521.0,0.9560021054945974,1.0,179,1.0 -06049,2018,164,120329.74390243902,77907.5,,,, -08057,2014,27,11052.888888888889,8314.0,0.08742802421854001,0.0796011173910219,27,1.0 -08079,2020,49,19333.326530612245,15940.0,0.07718878077609058,0.07150051465341407,49,1.0 -04005,2019,2899,25637.570196619523,22144.0,0.10817871882084315,0.10000084976928764,2899,1.0 -12033,2018,6873,129888.3737814637,94748.0,0.9456974399534558,1.0,6873,1.0 -05069,2018,849,16514.888103651356,12270.0,0.1999999999999987,0.2,849,1.0 -06081,2017,6846,791832.414840783,579061.5,,,, -06027,2016,203,219773.41871921183,196233.0,,,, -08045,2021,1663,34984.68430547204,27100.0,0.08916735314751364,0.07150368033648791,1663,1.0 -04019,2022,23620,17460.043861134633,13878.0,,,, -05093,2015,580,13880.872413793104,11990.5,0.19999995966167441,0.2,580,1.0 -08101,2021,4491,14496.60788243153,12540.0,0.09075535684763526,0.07150492041031306,4486,0.9988866622133156 -05129,2014,41,6872.8536585365855,5820.0,,,, -06055,2014,1467,450942.85685071576,338626.0,,,, -05127,2023,109,14940.91743119266,8970.0,0.1999999999999996,0.2,109,1.0 -05015,2022,420,34761.5,29995.0,0.20000000000000157,0.2,420,1.0 -09009,2019,11488,164169.57216225626,135345.0,,,, -12007,2019,439,88652.32346241458,69503.0,0.9782188880382633,1.0,439,1.0 -01019,2014,562,98824.41992882562,77340.0,0.9988244089458864,1.0,562,1.0 -02130,2022,167,251364.67065868265,258000.0,0.9394673745262645,1.0,167,1.0 -05031,2017,2186,25696.58737419945,21880.0,0.19999999999999254,0.2,2186,1.0 -06081,2021,8744,1134831.6150503203,789058.0,,,, -06057,2023,87,521545.9885057471,452811.0,,,, -06099,2015,7276,190537.05992303463,167365.0,,,, 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+08027,2015,148,183003.27702702704,167728.0,1.0,1.0,148,1.0 +08027,2012,79,192058.7594936709,172848.0,,,, +08025,2021,64,5641.875,5239.0,0.07827581472080414,0.07150292604178604,64,1.0 +08025,2020,53,6083.33962264151,5224.0,0.10037185738765461,0.07150617681381032,53,1.0 +08025,2019,45,6583.7555555555555,4866.0,0.08255420055623026,0.07150701131947965,45,1.0 +08025,2018,52,4059.923076923077,3320.0,0.07947075271280944,0.0719985035370887,52,1.0 +08025,2017,83,3926.843373493976,3128.0,0.08641225698165417,0.07200132606758801,83,1.0 +08025,2016,66,4129.136363636364,3352.5,0.09367205512873059,0.07968369455267688,66,1.0 +08025,2015,56,4205.678571428572,3422.0,0.0871284759962618,0.07965391310874545,56,1.0 +08025,2014,56,4627.982142857143,3295.0,0.08288632733374955,0.07964630257797771,56,1.0 +08025,2013,48,5054.0,3760.0,0.0823510427905987,0.07965889654277125,48,1.0 +08025,2012,40,4376.875,3580.0,0.09378540297090608,0.07966052679374683,40,1.0 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+08021,2020,104,12379.39423076923,9117.5,0.0997735130460656,0.07150130455434522,104,1.0 +08021,2019,103,10630.009708737864,8608.0,0.09753846886065193,0.0715012277787932,103,1.0 +08021,2018,105,13794.714285714286,8446.0,0.10198361951322356,0.07200111576598388,105,1.0 +08021,2017,100,7676.05,5610.0,0.10599613742272496,0.07200220656561207,100,1.0 +08021,2016,74,8895.175675675675,7285.5,0.1317016025918904,0.0796032401327698,74,1.0 +08021,2015,71,10367.605633802817,6700.0,0.1250387880506407,0.07960172960748799,71,1.0 +08021,2014,66,9303.924242424242,6512.0,0.10782624741200877,0.07960193807565993,66,1.0 +08021,2013,53,8019.056603773585,6631.0,0.1140153948876469,0.07960125608548126,53,1.0 +08019,2023,220,36416.545454545456,28685.0,0.06789204979767001,0.06700097861267677,220,1.0 +08019,2022,296,32495.506756756757,25335.0,0.0752694111297885,0.06950195311457846,296,1.0 +08019,2021,359,31373.927576601673,26380.0,0.07446787049443891,0.07149954191775165,359,1.0 +08019,2020,299,28127.591973244147,22510.0,0.07730763706080689,0.07150068969440139,299,1.0 +08019,2019,265,23917.622641509435,20350.0,0.0756858727081475,0.07150205761316872,265,1.0 +08019,2018,299,22260.836120401338,18760.0,0.0851281409902745,0.07199970039136377,299,1.0 +08019,2017,278,24767.769784172662,17515.0,0.08465207514460348,0.0720011871367592,278,1.0 +08019,2016,305,20776.39344262295,16790.0,0.09268697524003149,0.07960101059815598,305,1.0 +08019,2015,302,22737.450331125827,17455.0,0.09218438646868292,0.07960153604901087,302,1.0 +08019,2014,262,18798.091603053435,15370.0,0.08861038691490164,0.07960085906640686,262,1.0 +08017,2022,11,6312.545454545455,4502.0,0.11785707368984616,0.07959906805164547,11,1.0 +08017,2021,27,7710.740740740741,5804.0,0.08739457093041318,0.07960017431092711,27,1.0 +08017,2020,29,5488.724137931034,3767.0,0.0941131944039024,0.07960346964064437,29,1.0 +08017,2019,31,6049.903225806452,4855.0,0.08638837807546645,0.07960085095828205,31,1.0 +08017,2018,19,6286.368421052632,4644.0,0.08888518587985972,0.07200036525232849,19,1.0 +08017,2017,27,9262.518518518518,5736.0,0.0807505418433271,0.07200288983140574,27,1.0 +08017,2016,27,6869.111111111111,4993.0,0.0908135069926702,0.07960055728951813,27,1.0 +08017,2015,29,9469.51724137931,5892.0,0.10404540583803729,0.07960544020535326,29,1.0 +08017,2014,22,7697.863636363636,5166.5,0.10823073038037086,0.07960277411011762,22,1.0 +08017,2013,20,5659.4,3088.5,0.10572334856927279,0.07960078954627842,20,1.0 +08015,2022,472,30573.512711864405,27190.0,0.07138372478739624,0.0694991969796126,472,1.0 +08015,2021,770,30120.14285714286,27355.0,0.09124643887881054,0.0715014102509426,770,1.0 +08015,2020,847,24681.484061393152,22560.0,0.11545638408659055,0.07150338812765866,847,1.0 +08015,2019,741,23233.724696356276,21650.0,0.12409623569845905,0.07150552273615172,741,1.0 +08015,2018,752,19894.521276595744,17465.0,0.127537200280147,0.07200710490341378,752,1.0 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-01031,2017,757,15168.216644649934,12320.0,0.1391981428425461,0.10019863164864268,757,1.0 -12081,2023,10056,350852.05767700874,259196.0,0.8319423604062869,1.0,10056,1.0 -06043,2021,434,250152.80414746545,218132.0,,,, -12043,2023,203,133929.95566502464,98398.0,0.8564893571053991,1.0,203,1.0 -06047,2015,3456,121003.31307870371,112365.0,,,, -01019,2017,407,106015.18427518428,87580.0,1.0,1.0,407,1.0 -01025,2014,82,14865.609756097561,12790.0,0.14069000247745106,0.10038805491122879,82,1.0 -05061,2014,372,14285.887096774193,12200.0,0.18444445620789188,0.2,372,1.0 -04003,2024,257,17338.536964980543,12948.0,0.10136245952340578,0.10000058265211591,257,1.0 -02020,2017,3947,316305.19381808967,296700.0,1.0,1.0,3947,1.0 -01017,2015,331,12162.537764350453,9760.0,0.14789926741173548,0.12442453651860147,331,1.0 -12049,2022,304,105532.90789473684,85735.5,0.8461170286776858,1.0,304,1.0 -05035,2019,710,24683.647887323943,22540.0,0.20000000000000068,0.2,710,1.0 -06093,2018,989,153447.06673407482,124000.0,,,, +08014,2021,1719,36772.094240837694,30150.0,0.09337740919772407,0.07150134103998171,1719,1.0 +08014,2020,1588,41596.5113350126,28380.0,0.09354364071355695,0.07150352271023834,1588,1.0 +08014,2019,1698,36368.39811542992,28425.0,0.09201721580206114,0.07200110676883273,1698,1.0 +08014,2018,1612,27881.004962779156,23605.0,0.10350370252961123,0.07200131945301652,1612,1.0 +08014,2017,1719,37866.72484002327,27140.0,0.09613818783287623,0.07960234083057181,1719,1.0 +08014,2016,1630,23088.220858895704,19970.0,,,, +08014,2015,3307,18406.35016631388,16070.0,0.0972707994591206,0.07956906923329322,3307,1.0 +08014,2014,1517,19197.72577455504,16530.0,,,, +08013,2023,4102,59608.15650901999,46262.5,0.07178012728843758,0.06765002554042522,4102,1.0 +08013,2022,5250,43711.53257142857,34218.5,0.07920720001758873,0.06950009309253398,5250,1.0 +08013,2021,6723,48069.244831176555,36580.0,0.08094401855601147,0.07150013612850531,6719,0.9994050275174773 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+08009,2020,44,4350.636363636364,3485.5,0.07211825614921141,0.07149735434735888,44,1.0 +08009,2019,45,4596.377777777778,3935.0,0.08674569371320362,0.07149889821369966,45,1.0 +08009,2018,35,3753.942857142857,3238.0,0.08150549094984468,0.07200294846880655,35,1.0 +08009,2017,41,4274.463414634146,3798.0,0.07760992006456087,0.07200247218788627,41,1.0 +08009,2016,44,4716.181818181818,3345.5,0.0803507927288036,0.07959859826962662,44,1.0 +08009,2015,45,4856.733333333334,4178.0,0.0797456971770978,0.07959731931365185,45,1.0 +08009,2014,39,4404.717948717948,3140.0,0.0851432396535452,0.0796047293381245,39,1.0 +08009,2013,33,4541.575757575758,4213.0,0.0797715162371106,0.07960170804519517,33,1.0 +08007,2022,491,20969.348268839105,18050.0,0.07980368151559987,0.06950013365410318,491,1.0 +08007,2021,783,24602.822477650065,21280.0,0.089159245240244,0.07150428407384507,783,1.0 +08007,2020,727,22267.083906464923,19890.0,0.10419770386410401,0.07150663544106167,727,1.0 +08007,2019,578,19731.816608996538,17825.0,0.10838193970086839,0.07150426705336918,578,1.0 +08007,2018,617,17595.55915721232,15220.0,0.11747636658862344,0.07200652659453531,617,1.0 +08007,2017,575,17249.478260869564,14220.0,0.13064294894536002,0.07201078437519594,575,1.0 +08007,2016,311,15024.11575562701,11660.0,0.1405492275386193,0.07962065331928346,311,1.0 +08007,2015,490,17586.85714285714,13655.0,0.13013236185073287,0.07961840896713114,490,1.0 +08007,2014,355,16387.718309859156,13380.0,0.11982065793008322,0.07960327172022928,355,1.0 +08007,2013,1,18500.0,18500.0,0.07959728078478616,0.07959728078478616,1,1.0 +08005,2023,9228,38492.969874295624,31731.0,0.06125803061614859,0.06008167462946756,9228,1.0 +08005,2022,12532,34625.590408554104,25291.0,0.07692062933526651,0.06950043566656985,12532,1.0 +08005,2021,16013,35222.864172859554,27189.0,0.08978487412821431,0.06950108459869848,15915,0.9938799725223256 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+08003,2019,230,10966.621739130434,10159.0,0.11671697352898414,0.07150175308457787,230,1.0 +08003,2018,278,11120.147482014389,9958.0,0.11492120934625859,0.07200056787996698,278,1.0 +08003,2017,240,10601.275,9224.5,0.1180386180997551,0.07200060556104654,240,1.0 +08003,2016,189,11235.42328042328,10240.0,0.10960172643517342,0.0796010071802903,187,0.9894179894179894 +08003,2015,225,11836.542222222222,10947.0,0.1106377068439671,0.07960065586833596,225,1.0 08003,2014,188,10915.47340425532,9833.0,0.12571062646432363,0.0796016606060189,188,1.0 -05063,2019,618,17392.216828478966,13825.0,0.20000000000000198,0.2,618,1.0 -05055,2022,1041,23561.095100864553,20510.0,0.19999999999999685,0.2,1041,1.0 +08003,2013,210,11091.861904761905,10389.0,0.12169255708388015,0.07960115482742336,210,1.0 +08003,2012,1,33793.0,33793.0,0.2899964815625295,0.2899964815625295,1,1.0 +08001,2023,7255,38482.41488628532,32940.0,0.06808810221238687,0.06765072765072765,7255,1.0 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06111,2018,9852,503949.8673365814,402920.0,,,, -06025,2018,1653,145093.38233514823,139392.0,,,, -02275,2014,8,187400.0,178750.0,,,, -05055,2020,1043,19964.026845637585,18360.0,0.19999999999999685,0.2,1043,1.0 +06111,2017,10176,481222.1112421384,388189.5,,,, +06111,2016,10271,467789.89212345437,369000.0,,,, +06111,2015,10509,432585.6363117328,350000.0,,,, +06111,2014,8897,393634.9616724739,326076.0,,,, +06109,2023,34,301953.32352941175,314301.5,,,, +06109,2022,1549,238202.5474499677,214665.0,,,, +06109,2021,1959,234431.20775906075,211006.0,,,, +06109,2020,1700,227200.2711764706,214931.5,,,, +06109,2019,1290,218406.0015503876,192251.0,,,, +06109,2018,1396,211119.53080229225,187212.5,,,, +06109,2017,1483,197451.60350640593,179313.0,,,, +06109,2016,1344,204273.39136904763,166386.5,,,, +06109,2015,1226,171469.41924959217,154489.0,,,, +06109,2014,1141,168107.3444347064,153035.0,,,, 06107,2023,4004,169177.0716783217,136305.0,,,, 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-05055,2018,915,18167.748633879783,15200.0,0.19999999999999798,0.2,915,1.0 -10003,2014,6133,68984.16761780532,58100.0,,,, -12021,2018,15244,364999.5842954605,203952.5,0.8891060441810565,1.0,15244,1.0 -09003,2022,13580,159092.38394698084,139650.0,,,, -10003,2022,5067,67927.7481744622,58300.0,0.2515768919374398,0.23311213204015654,4749,0.9372409709887507 -06115,2019,1691,184820.10644589,173000.0,,,, -08001,2019,10738,27403.07412926057,23630.0,0.0941291098528171,0.07150203370019283,10738,1.0 -01003,2014,5616,33324.79344729345,19450.0,0.15110427653804018,0.2,5616,1.0 -10005,2015,4100,23711.231707317074,22250.0,0.5,0.5,4100,1.0 -04011,2023,65,7818.415384615385,5107.0,0.10308309466058525,0.10000253684771303,65,1.0 +05131,2022,1963,26566.318390219054,21030.0,0.19999999999999302,0.2,1963,1.0 +05131,2021,2974,28202.484868863485,23240.0,0.1999999999999994,0.2,2974,1.0 +05131,2020,2608,27462.07055214724,23225.0,0.19999999999999293,0.2,2608,1.0 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-12031,2018,21980,165656.41069153775,110250.0,0.9385916177001911,1.0,21980,1.0 -01117,2022,5116,31148.462861610635,26390.0,0.11534367021133328,0.10003052503336929,5116,1.0 -12055,2021,3609,111672.54391798282,94775.0,0.9043055686323691,1.0,3609,1.0 -08051,2021,837,46737.3357228196,30250.0,0.08408639049800726,0.07150068969440139,837,1.0 -12015,2020,10025,149888.18992518703,122079.0,0.9347205461363255,1.0,10023,0.9998004987531172 -05067,2012,33,7084.757575757576,4991.0,0.1972283094373865,0.2,33,1.0 -01039,2021,657,13520.173515981734,11525.0,0.12473404866187769,0.1,657,1.0 -08043,2019,1143,13429.59930008749,11940.0,0.09811361896446581,0.07150131569322873,1143,1.0 -06093,2022,934,213956.59850107066,158524.0,,,, -02100,2021,27,166511.11111111112,160000.0,1.0,1.0,27,1.0 -01079,2013,252,12221.587301587302,10280.0,0.13492113162581448,0.10014160068028924,252,1.0 -05005,2022,1660,32261.44578313253,28080.0,0.1999999999999938,0.2,1660,1.0 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-08081,2022,334,12282.688622754491,11320.0,0.06968132301325893,0.06950123704606981,334,1.0 -12057,2019,34619,192106.22357664866,128571.0,0.9103305474926723,1.0,34619,1.0 -06107,2017,5214,151829.24395857306,125000.0,,,, -09009,2012,256,151891.6015625,147390.0,,,, -06057,2020,2949,434479.6103763988,365943.0,,,, -01043,2019,2109,16408.91417733523,12740.0,0.12982704290724822,0.1001418439716312,2109,1.0 -05091,2023,671,19319.40387481371,14790.0,0.20000000000000137,0.2,671,1.0 -12007,2016,601,77830.16638935108,60438.0,0.9633878164322736,1.0,601,1.0 -01063,2014,13,7815.384615384615,6640.0,0.10894791116727584,0.1,13,1.0 -08081,2018,296,11132.297297297297,10820.0,0.07754572288869621,0.07199601649165824,296,1.0 -06047,2016,3612,135245.77713178293,126452.0,,,, -08059,2019,11945,32447.547090832984,27577.0,0.08127899769089318,0.0715000673148403,11945,1.0 -12041,2022,309,113331.4142394822,91750.0,0.8573464440879877,1.0,309,1.0 -10003,2023,1478,77119.41813261164,53150.0,,,, 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-08123,2022,8332,34256.05376860298,32320.0,0.06805542068107827,0.0676505843234278,8332,1.0 -05027,2016,249,18125.301204819276,14000.0,0.20000000000000068,0.2,249,1.0 -01127,2022,1700,19315.558823529413,13435.0,0.1388235294117606,0.1,1700,1.0 -05139,2016,154,20520.025974025975,14535.0,,,, -01133,2022,1674,27801.911589008363,15280.0,0.16818310155173996,0.19993887026134188,1674,1.0 -05075,2022,276,12135.434782608696,10195.0,0.2000000000000009,0.2,276,1.0 -05121,2018,293,15903.856655290103,12040.0,0.200000000000001,0.2,293,1.0 -06069,2018,1203,300848.4663341646,275003.0,,,, -08017,2019,31,6049.903225806452,4855.0,0.08638837807546645,0.07960085095828205,31,1.0 -06023,2015,1561,208808.43561819347,178221.0,,,, -05127,2014,139,10740.863309352519,7550.0,0.19710921280727992,0.2,139,1.0 -12011,2020,39920,284910.3494488978,200290.0,0.8754485600367538,1.0,39920,1.0 -05007,2017,7500,30400.102666666666,26040.0,,,, -01063,2013,22,6709.090909090909,5180.0,0.12283096135609356,0.10014601126428233,22,1.0 -06093,2017,999,146783.86986986987,124440.0,,,, -05003,2023,282,17493.297872340427,13895.0,0.20000000000000093,0.2,282,1.0 -01015,2017,1892,15876.15221987315,12860.0,0.1412867862487913,0.10012237406179053,1892,1.0 -02195,2018,29,206506.89655172414,195500.0,,,, -02230,2017,6,274783.3333333333,267100.0,,,, -02110,2022,481,408954.948024948,391100.0,1.0,1.0,481,1.0 -04001,2016,702,8162.413105413106,5804.0,0.16817588417719845,0.1,702,1.0 -08115,2020,39,7759.615384615385,6050.0,0.0771323805950064,0.07150939126499208,39,1.0 -09001,2016,10678,381725.29172129615,241120.0,,,, -01027,2014,134,78295.67164179105,48920.0,0.9971863961108031,1.0,134,1.0 -12083,2020,13837,89600.49678398497,69885.0,0.9359947728388429,1.0,13837,1.0 -06089,2019,3713,215141.96256396445,189979.0,,,, -02150,2023,96,333918.75,354250.0,1.0,1.0,96,1.0 -08021,2018,105,13794.714285714286,8446.0,0.10198361951322356,0.07200111576598388,105,1.0 -08115,2013,49,6148.9795918367345,3890.0,0.08761003837421283,0.07962217311010869,49,1.0 -12017,2018,5946,97816.41826437942,80331.0,1.0,1.0,5917,0.9951227716111671 -01107,2022,142,10830.704225352112,9180.0,0.1443585590240449,0.10078534031413612,142,1.0 -12007,2017,474,78428.49578059072,63908.0,0.9757447102395954,1.0,474,1.0 -01069,2018,1785,17007.719887955183,14320.0,0.15265798509632889,0.2,1785,1.0 -05067,2015,195,9548.102564102564,7110.0,0.18920978928543783,0.2,195,1.0 -01047,2016,107,14070.841121495327,9860.0,0.1528636137062055,0.2,107,1.0 -06061,2017,10157,356256.5471103672,302393.0,,,, -06111,2016,10271,467789.89212345437,369000.0,,,, -05139,2018,253,23047.86561264822,16470.0,0.2000000000000007,0.2,253,1.0 -08099,2019,201,5649.895522388059,4741.0,0.07974271981211131,0.07149971664577287,201,1.0 -12085,2016,3094,216107.20555914674,140010.0,0.9126555215071225,1.0,3094,1.0 -08013,2019,6227,48067.03051228521,32297.0,0.08757096789464551,0.07150052283025445,6227,1.0 -05003,2014,80,12168.9375,9305.0,,,, -12051,2022,900,114936.15666666666,83803.5,0.8854145064269392,1.0,900,1.0 -01039,2016,33,2584.242424242424,1780.0,0.06338080293658867,0.056847545219638244,33,1.0 -12021,2021,23494,426614.1920915978,243649.5,0.9173296604783596,1.0,23441,0.9977441048778412 -01101,2021,5699,24514.28671696789,15660.0,0.14658843593284437,0.10014992503748125,5699,1.0 -08021,2013,53,8019.056603773585,6631.0,0.1140153948876469,0.07960125608548126,53,1.0 -06027,2021,253,271509.96837944665,255964.0,,,, -08043,2018,1130,11960.567256637169,10022.0,0.11148492742835876,0.11148492742835876,4,0.0035398230088495575 -12039,2020,555,74764.76396396397,58183.0,0.9632150627857082,1.0,555,1.0 -12053,2021,7422,117065.24373484236,104394.0,0.874762450702997,1.0,7420,0.9997305308542171 -05003,2019,192,12605.46875,9900.0,0.20000000000000004,0.2,192,1.0 -05145,2023,1009,23439.692765113974,18340.0,0.1999999999999971,0.2,1009,1.0 -01041,2022,4,16940.0,16940.0,0.10009792328932926,0.10009792328932926,4,1.0 -06035,2019,541,151172.84103512016,134990.0,,,, -12051,2014,584,56644.17808219178,46690.0,0.9809825935315173,1.0,584,1.0 -06015,2019,339,149409.65486725664,128404.0,,,, -06097,2016,7258,449322.32033618074,330453.0,,,, -08089,2014,233,6313.030042918455,4840.0,,,, -12067,2018,63,62420.142857142855,49840.0,0.9766323657221785,1.0,63,1.0 -01017,2013,256,13108.828125,9800.0,0.15210546847137857,0.19867867545562146,256,1.0 -06093,2014,762,122683.26640419947,101741.5,,,, -12033,2015,5929,113554.7680890538,85304.0,0.969304815509257,1.0,5929,1.0 -01003,2022,10831,49119.04717939249,32040.0,0.13823862144016588,0.1000726216412491,10831,1.0 -12069,2021,13600,173957.03955882354,139688.0,276.85912202034643,1.0,13600,1.0 -06059,2017,35266,613751.1216185561,445288.0,,,, -08047,2016,176,20932.954545454544,18125.0,0.10351201781550304,0.07960312691464101,176,1.0 -01031,2022,1588,17880.717884130983,15310.0,0.13822063918174704,0.10015318637098182,1588,1.0 -08107,2012,671,47793.59165424739,33380.0,0.08967173121340338,0.07960250683840588,671,1.0 -01073,2014,11241,22622.296948670046,16740.0,0.14820275254153337,0.1001132502831257,11241,1.0 -06039,2020,2703,185484.66629670735,163999.0,,,, -02122,2023,416,249896.39423076922,232550.0,1.0,1.0,416,1.0 -01031,2014,629,14330.143084260731,11760.0,0.13903975853617623,0.10019367333763718,629,1.0 -06061,2022,9542,432878.63833577867,354716.0,,,, -06021,2022,268,200972.52985074627,167737.5,,,, -05069,2020,962,17335.384615384617,11715.0,0.1999999999999975,0.2,962,1.0 +05037,2023,292,18855.56506849315,14970.0,0.19999998563362154,0.2,292,1.0 +05037,2022,330,17240.81818181818,13930.0,0.2000000000000012,0.2,330,1.0 +05037,2021,288,21779.791666666668,18235.0,0.20000000000000095,0.2,288,1.0 +05037,2020,182,23102.197802197803,19070.0,0.19999999999999987,0.2,182,1.0 +05037,2019,193,21215.906735751294,17410.0,0.20000000000000004,0.2,193,1.0 +05037,2018,139,20393.956834532375,17150.0,0.1999999999999995,0.2,139,1.0 +05037,2017,180,18285.0,16705.0,,,, +05037,2016,162,20900.74074074074,18615.0,,,, 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-01031,2018,714,15885.29411764706,13480.0,0.14394142821005063,0.10027659635822642,714,1.0 -05047,2020,334,15213.08383233533,12770.0,0.20000000000000123,0.2,334,1.0 -05105,2018,163,14175.030674846626,11140.0,0.19999999999999954,0.2,163,1.0 -06105,2017,328,166467.78353658537,148420.5,,,, -06093,2015,884,121382.18552036199,97667.5,,,, -06015,2017,363,162684.48760330578,142979.0,,,, -08001,2016,10392,17615.69765204003,15065.0,,,, -05125,2015,2365,25485.289640591967,23640.0,,,, -12019,2015,4896,115112.24897875817,100394.0,0.9671073648769158,1.0,4896,1.0 -06111,2022,8573,576574.4511839496,481201.0,,,, -05051,2023,1788,44018.148769574946,32860.0,0.19999999999999343,0.2,1788,1.0 -05099,2019,93,10205.591397849463,7550.0,0.19999999999999962,0.2,93,1.0 -05003,2020,213,14960.291079812207,12280.0,0.19999974782831423,0.2,213,1.0 +05035,2019,710,24683.647887323943,22540.0,0.20000000000000068,0.2,710,1.0 +05035,2018,621,22111.046698872786,20560.0,0.20000000000000198,0.2,621,1.0 +05035,2017,570,22944.877192982458,20460.0,0.2000000000000019,0.2,570,1.0 +05035,2016,500,22114.14,20860.0,0.20000000000000176,0.2,500,1.0 +05035,2015,492,22258.414634146342,20505.0,0.20000000000000173,0.2,492,1.0 +05035,2014,267,21553.445692883895,19790.0,0.19646386645565017,0.2,267,1.0 +05033,2023,1048,30820.18606870229,27680.0,0.1999999999999968,0.2,1048,1.0 +05033,2022,1284,20763.01401869159,16900.0,0.19999999999999532,0.2,1284,1.0 +05033,2021,1426,21872.90322580645,19070.0,0.19999999999999465,0.2,1426,1.0 +05033,2020,1243,21198.601769911504,17810.0,0.19999999999999551,0.2,1243,1.0 +05033,2019,1198,19357.66444073456,16445.0,0.19999997888376655,0.2,1198,1.0 +05033,2018,1180,20707.542372881355,17815.0,0.19999999999999588,0.2,1180,1.0 +05033,2017,995,19159.54773869347,17530.0,,,, +05033,2016,929,18209.321851453176,16260.0,,,, +05033,2015,736,18327.296195652172,16985.0,,,, +05033,2014,757,19380.819022457068,16630.0,,,, 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+04015,2015,5988,10018.087174348697,8192.5,0.11320026873345453,0.10000272306590066,5988,1.0 +04013,2023,61808,41020.278815040125,32120.0,0.10004530527571878,0.1,61808,1.0 +04013,2022,95977,31408.709888827532,22580.0,0.10644836105185773,0.1,95977,1.0 +04013,2021,129339,31045.82878327496,20920.0,0.10777157089787588,0.1,129339,1.0 +04013,2020,119353,26472.68383702127,19680.0,0.10838952893718738,0.1,119353,1.0 +04013,2019,115604,25032.017940555692,17700.0,0.10784561121639852,0.1,115604,1.0 +04013,2018,109092,23299.2644465222,16460.0,0.10640592211060164,0.1,109092,1.0 +04013,2017,109198,21235.052739061153,14980.0,0.11395712529086006,0.1,109198,1.0 +04013,2016,106829,20148.059562478353,14080.0,0.11361864584527401,0.1,106829,1.0 +04013,2015,96364,19177.92199369059,13530.0,0.10732309018258122,0.1,95048,0.9863434477605745 +04012,2022,505,105507.92079207921,56696.0,0.9216748318825143,1.0,505,1.0 +04012,2021,530,102667.02641509434,62573.0,0.9562110549284168,1.0,530,1.0 +04012,2020,437,110569.51029748283,64554.0,0.9368568972479692,1.0,437,1.0 +04012,2019,416,10462.447115384615,7161.5,0.09973730816158555,0.09999795958977634,416,1.0 +04012,2018,414,41910.74396135266,24416.0,0.3333023597721797,0.3333001142046432,414,1.0 +04011,2024,9,7868.0,5759.0,0.09998994535775181,0.09999928083940425,9,1.0 +04011,2023,65,7818.415384615385,5107.0,0.10308309466058525,0.10000253684771303,65,1.0 +04011,2022,62,6759.0161290322585,4990.5,0.10323189213429373,0.10000160533578056,62,1.0 +04009,2024,57,14328.61403508772,13794.0,0.10000449088932364,0.1,57,1.0 +04009,2023,432,12791.36574074074,11347.0,0.102548734959335,0.10000095412779259,432,1.0 +04009,2022,530,11831.135849056604,10423.0,0.10477448063484636,0.10000091026801922,530,1.0 +04007,2024,60,30917.633333333335,25905.5,0.09999914644045628,0.09999979229761727,60,1.0 +04007,2023,970,21892.69793814433,15603.0,,,, +04007,2022,1264,17292.399525316454,13221.0,0.08749149736005644,0.086356860805166,1264,1.0 +04007,2021,1813,18277.889685603972,14183.0,0.10219825969224633,0.10000048218565112,1813,1.0 +04005,2024,1,9726.0,9726.0,0.09999588748149367,0.09999588748149367,1,1.0 +04005,2023,1442,41342.3613037448,35016.0,0.10371907230039525,0.10000035439127791,1442,1.0 +04005,2022,2249,38778.92396620721,26510.0,0.10310514335451139,0.10000063496498168,2249,1.0 +04005,2021,3273,31883.194622670333,25398.0,0.10519057242939131,0.10000067137073763,3271,0.9993889398105713 +04005,2020,3511,30133.07661634862,24540.0,0.1077315705741164,0.10000079022856044,3511,1.0 +04005,2019,2899,25637.570196619523,22144.0,0.10817871882084315,0.10000084976928764,2899,1.0 +04005,2018,2994,23224.173012692052,19062.5,0.10930245146557362,0.1000010886052154,2994,1.0 +04005,2017,3053,21235.74418604651,17007.0,0.10986416924350359,0.10000100241582213,3053,1.0 +04005,2016,2962,22049.325118163404,16681.0,0.107993049836673,0.10000087417848941,2962,1.0 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+04001,2018,360,7916.263888888889,6076.5,0.0899737128724209,0.08562167914584322,360,1.0 +04001,2017,390,6819.423076923077,5535.0,,,, +04001,2016,702,8162.413105413106,5804.0,0.16817588417719845,0.1,702,1.0 +04001,2015,339,7017.221238938053,5485.0,0.1107851061830699,0.10000506996552423,339,1.0 +04001,2014,322,9720.33850931677,7808.0,,,, +02275,2021,15,149373.33333333334,142100.0,1.0,1.0,15,1.0 +02275,2020,13,163453.84615384616,169700.0,1.0,1.0,13,1.0 +02275,2019,16,165156.25,152350.0,1.0,1.0,16,1.0 +02275,2018,21,142433.33333333334,139700.0,,,, +02275,2017,9,182288.88888888888,168600.0,,,, +02275,2016,12,175416.66666666666,168300.0,,,, +02275,2015,9,171966.66666666666,191800.0,,,, +02275,2014,8,187400.0,178750.0,,,, +02261,2020,48,211675.0,191400.0,1.0,1.0,48,1.0 +02261,2019,49,229248.97959183675,200800.0,1.0,1.0,49,1.0 02261,2018,46,191965.21739130435,186550.0,1.0,1.0,46,1.0 -01081,2018,2374,23810.37910699242,18070.0,0.1486806443891017,0.10025651589613804,2374,1.0 -12077,2020,74,62269.54054054054,48039.5,0.9677119649300236,1.0,74,1.0 -04027,2021,6024,10812.614873837982,8198.0,0.09507457665225229,0.09418305104820561,6024,1.0 -02180,2020,23,273700.0,284600.0,1.0,1.0,23,1.0 -05121,2015,197,12871.167512690356,10255.0,,,, -01013,2016,138,14404.782608695652,10410.0,0.13092146665285087,0.10022477472016811,138,1.0 -06095,2019,6967,314643.2493182144,291571.0,,,, -08125,2020,151,10192.119205298013,9965.0,0.08779692464911293,0.07959966811864759,151,1.0 -05101,2016,80,11603.725,11290.0,0.19781140597117033,0.2,80,1.0 -05081,2020,94,11878.829787234043,8415.0,0.19999999999999962,0.2,94,1.0 -08013,2020,6302,40980.59949222469,33255.0,0.08500024489338892,0.07150050567482047,6302,1.0 -08059,2018,12200,28858.69606557377,24175.5,0.08407613709253578,0.07200003841794887,12200,1.0 -01007,2018,193,10950.155440414508,10620.0,0.11083253822987303,0.100139470013947,193,1.0 -08097,2020,927,243366.08414239483,120480.0,0.0739477498201704,0.0715002526893365,927,1.0 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-06059,2014,31857,486189.060771573,375434.0,,,, -01037,2018,125,17160.64,10380.0,0.13797895323502782,0.10032362459546926,125,1.0 -12069,2020,11422,163767.72386622307,127018.5,331.97738497595077,1.0,11422,1.0 -05023,2017,562,26672.480427046263,21012.0,0.20000000000000187,0.2,562,1.0 -05001,2013,210,16259.095238095239,12845.0,0.19898411294180152,0.2,210,1.0 -06019,2015,11671,179889.41033330478,147896.0,,,, -01037,2015,27,14854.074074074075,9720.0,0.12096006567389692,0.10014947683109118,27,1.0 -05059,2016,81,16102.543209876543,12675.0,0.1946834192472273,0.2,81,1.0 -06101,2015,1202,186045.13311148086,172528.0,,,, -06069,2020,1084,369375.7001845018,367263.5,,,, -05049,2018,250,12184.8,10340.0,0.20000000000000068,0.2,250,1.0 -01043,2018,1935,15695.793281653747,12180.0,0.1330222186138649,0.10016447412913924,1934,0.999483204134367 -08069,2019,8091,29408.415029044616,25683.0,0.09464090248989818,0.07150065530799475,8091,1.0 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-06057,2021,3042,428562.8425378041,373651.5,,,, -01037,2021,153,20813.006535947712,14940.0,0.13195652746443343,0.10007942811755362,153,1.0 -06037,2017,15272,530507.0457045573,336452.0,,,, -05117,2015,54,11029.25925925926,9435.0,0.19999999999999987,0.2,54,1.0 -09005,2022,3351,190287.30080572964,140140.0,,,, -06035,2014,433,130541.17321016167,100000.0,,,, -05059,2017,374,16669.772727272728,13090.0,0.2000000000000014,0.2,374,1.0 -11001,2014,6530,453431.0872894334,354710.0,1.0,1.0,6530,1.0 -12013,2016,208,61043.158653846156,46847.0,0.9584414048943801,1.0,208,1.0 -06039,2019,2446,168411.45094031072,148174.5,,,, -12041,2016,391,62565.056265984655,51512.0,0.9710722185924301,1.0,391,1.0 -01017,2020,417,13813.717026378898,10880.0,0.14967499981280039,0.16649019311248928,417,1.0 -08085,2018,1048,14831.364503816794,12640.0,0.10912367387436574,0.07199970921570334,1048,1.0 -01089,2019,10264,21956.514711613407,17000.0,0.14621005455963987,0.1,10264,1.0 -08014,2020,1588,41596.5113350126,28380.0,0.09354364071355695,0.07150352271023834,1588,1.0 -08043,2020,1167,13984.347043701799,12142.0,0.09008473506180294,0.07150123739217293,1167,1.0 -05081,2021,76,12069.736842105263,10405.0,0.1999999999999997,0.2,76,1.0 -12049,2023,199,133973.91959798994,107609.0,0.8555387975774342,1.0,199,1.0 -08071,2013,196,9443.0,7908.5,0.09355246888822841,0.07959980591586294,196,1.0 -01071,2020,534,14752.734082397004,10930.0,0.12748506276223204,0.10015798419159763,534,1.0 -06043,2014,333,162991.22822822822,142080.0,,,, +02195,2023,17,278888.23529411765,281900.0,1.0,1.0,17,1.0 +02195,2022,24,196587.5,188750.0,1.0,1.0,24,1.0 +02195,2021,36,198822.22222222222,203100.0,1.0,1.0,36,1.0 +02195,2020,34,228447.0588235294,207150.0,1.0,1.0,34,1.0 +02195,2019,27,220911.11111111112,212800.0,,,, +02195,2018,29,206506.89655172414,195500.0,,,, +02195,2017,28,202735.7142857143,209700.0,,,, +02195,2016,28,236471.42857142858,201850.0,,,, +02195,2015,31,196003.2258064516,196900.0,,,, +02195,2014,21,214447.61904761905,203600.0,,,, +02195,2013,17,206070.58823529413,193900.0,,,, +02185,2021,6,244616.66666666666,257250.0,1.0,1.0,6,1.0 02185,2020,6,200166.66666666666,218250.0,1.0,1.0,6,1.0 -05013,2017,30,11183.666666666666,10860.0,0.2000000000000001,0.2,30,1.0 -05007,2014,5951,24084.94370694001,19710.0,,,, -06067,2022,21699,365291.8457993456,299900.0,,,, -05017,2019,142,15261.901408450703,9770.0,0.1999999999999995,0.2,142,1.0 -05107,2017,241,8970.182572614109,7060.0,,,, -01027,2015,126,95464.76190476191,68020.0,,,, -01041,2014,101,11679.801980198019,7500.0,0.1482099110295695,0.14136125654450263,101,1.0 -12049,2015,267,60867.66292134832,46526.0,,,, -06111,2019,10017,508566.578217031,426000.0,,,, -08011,2016,40,5221.025,4250.0,,,, -05009,2015,431,20500.417633410674,17730.0,,,, -05077,2015,156,11681.538461538461,6705.0,0.2014196700110142,0.2,156,1.0 -05139,2015,43,16181.093023255815,12100.0,0.19674258680142986,0.2,43,1.0 -12051,2017,817,65954.12484700122,43589.0,0.9496464419206707,1.0,817,1.0 -08107,2017,1064,36353.81578947369,27620.0,0.09215184067345303,0.07200198832076041,1064,1.0 -01037,2017,62,19881.612903225807,13140.0,0.16432649678398267,0.2,62,1.0 -01019,2020,552,12426.340579710144,9840.0,0.1178628354494364,0.10002288249798114,552,1.0 -08061,2015,20,3602.5,2305.0,0.07960388919400055,0.07961474185432404,20,1.0 -01059,2013,209,12084.21052631579,10700.0,0.14278407773236285,0.10124610591900311,209,1.0 -05045,2016,3860,26358.528756476684,23480.0,0.18657408756537597,0.2,3657,0.9474093264248704 -04009,2023,432,12791.36574074074,11347.0,0.102548734959335,0.10000095412779259,432,1.0 -08061,2017,23,4803.913043478261,4490.0,0.08328339020667232,0.07201629589234446,23,1.0 -04017,2015,1961,9326.298827129016,7242.0,0.10683749971064593,0.09963305045272258,1961,1.0 -06097,2021,9259,495922.3843827627,421918.0,,,, -01055,2021,195,14389.02564102564,11720.0,0.1430769230769231,0.1,195,1.0 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-08089,2018,277,5663.101083032491,4509.0,0.07299704495918072,0.07199875864209238,277,1.0 -12013,2014,110,70462.2,62687.5,0.9714311197417849,1.0,110,1.0 -12057,2018,34570,169254.9774949378,118428.0,0.906352317474682,1.0,34570,1.0 -08003,2017,240,10601.275,9224.5,0.1180386180997551,0.07200060556104654,240,1.0 -06011,2016,202,149181.91584158415,153048.5,,,, -06013,2015,17976,405018.1406319537,300323.5,,,, -01115,2017,2280,17754.657894736843,13520.0,0.12701101879862586,0.10011537353137515,2280,1.0 -05013,2021,69,12756.95652173913,10020.0,0.19999999999999976,0.2,69,1.0 -08005,2021,16013,35222.864172859554,27189.0,0.08978487412821431,0.06950108459869848,15915,0.9938799725223256 -06049,2015,117,103924.02564102564,74135.0,,,, -06073,2015,42350,433977.8151593861,322752.0,,,, -12021,2014,16265,284326.3330464187,147840.0,0.8798536940369238,1.0,16265,1.0 -01073,2015,12201,22415.579050897468,16840.0,0.14422720005136253,0.10008190008190009,12201,1.0 -05021,2019,266,16356.503759398496,8570.0,0.20000000000000082,0.2,266,1.0 -06047,2020,4167,172386.73242140628,152000.0,,,, -05101,2021,177,14475.762711864407,12220.0,0.1999999999999998,0.2,177,1.0 -01073,2021,17347,26851.931688476394,17250.0,0.13523952262103645,0.1,17347,1.0 -05035,2014,267,21553.445692883895,19790.0,0.19646386645565017,0.2,267,1.0 -05095,2020,69,12279.420289855072,7470.0,0.19999999999999976,0.2,69,1.0 -01111,2018,312,17045.25641025641,12280.0,0.13455434149283346,0.10007202063008602,312,1.0 -01053,2021,227,14572.246696035243,12780.0,0.13575179095033052,0.10012004801920768,227,1.0 -01077,2020,2256,18880.39893617021,14430.0,0.13724457122374248,0.10013966507690357,2256,1.0 -01109,2022,457,20361.13785557987,14580.0,0.12674831373372236,0.10009746588693957,457,1.0 -01051,2022,1599,30570.39524702939,22240.0,0.13927454659161592,0.1,1599,1.0 -01035,2022,132,10427.272727272728,8670.0,0.1299628636634439,0.10068449813913741,132,1.0 -01083,2017,2431,17946.886055121347,13840.0,0.13663598163567758,0.10009398496240601,2431,1.0 -04021,2019,15108,11477.676330420969,11912.5,0.11854066056681607,0.10000179525703405,15108,1.0 -05071,2021,439,19903.82687927107,17840.0,0.20000000000000162,0.2,439,1.0 -05107,2022,358,8372.329608938548,5930.0,0.19999997655253982,0.2,358,1.0 -06113,2015,2401,328581.9775093711,255000.0,,,, -05033,2017,995,19159.54773869347,17530.0,,,, +02185,2019,16,192106.25,195200.0,1.0,1.0,16,1.0 +02180,2023,14,293807.14285714284,328250.0,1.0,1.0,14,1.0 +02180,2022,31,272719.3548387097,251700.0,1.0,1.0,31,1.0 +02180,2021,50,259410.0,254800.0,1.0,1.0,48,0.96 +02180,2020,23,273700.0,284600.0,1.0,1.0,23,1.0 +02180,2019,26,245734.61538461538,236900.0,1.0,1.0,26,1.0 +02180,2018,39,226428.20512820513,212400.0,,,, +02180,2017,30,267930.0,267750.0,,,, +02180,2016,28,184967.85714285713,201150.0,,,, +02180,2015,8,268800.0,277950.0,,,, +02180,2012,24,190479.16666666666,183950.0,,,, +02170,2022,141,338506.06382978725,317600.0,1.0,1.0,141,1.0 +02170,2021,2930,267974.1201365188,262350.0,1.0,1.0,2930,1.0 +02170,2020,2794,259337.30028632784,251450.0,1.0,1.0,2794,1.0 +02170,2019,2083,227024.38934229477,223700.0,1.0,1.0,2083,1.0 +02170,2018,1800,220750.45444444445,220400.0,1.0,1.0,5,0.002777777777777778 +02170,2017,152,221130.26315789475,215600.0,,,, +02170,2016,52,221765.38461538462,216050.0,,,, +02170,2015,576,215289.30208333334,207700.0,,,, +02170,2014,1537,172335.56148340923,179600.0,,,, +02150,2023,96,333918.75,354250.0,1.0,1.0,96,1.0 +02150,2022,138,304366.95652173914,311550.0,1.0,1.0,138,1.0 +02150,2021,170,311845.29411764705,315100.0,1.0,1.0,170,1.0 +02150,2020,144,314287.5,314300.0,1.0,1.0,144,1.0 +02150,2019,132,295873.48484848486,307400.0,,,, +02150,2018,124,305230.6451612903,303700.0,,,, +02150,2015,32,264737.5,261450.0,,,, +02150,2014,97,248754.63917525773,267600.0,,,, +02150,2013,143,261600.0,260700.0,,,, +02130,2023,104,267043.26923076925,267950.0,0.9325580413167103,1.0,104,1.0 +02130,2022,167,251364.67065868265,258000.0,0.9394673745262645,1.0,167,1.0 +02130,2021,217,263157.60368663596,255200.0,0.9021372998490746,1.0,217,1.0 +02130,2020,166,270576.5060240964,269400.0,0.9478126907358292,1.0,166,1.0 +02130,2019,167,245956.88622754492,242800.0,0.9261427654948597,1.0,167,1.0 +02130,2018,163,230731.90184049078,222900.0,0.9424737998363041,1.0,163,1.0 +02130,2017,167,225898.20359281436,221500.0,0.9165247880546513,1.0,167,1.0 +02130,2016,177,234793.78531073447,233600.0,0.9355417504522154,1.0,177,1.0 +02130,2015,98,227207.44897959183,240650.0,0.9566803363496661,1.0,98,1.0 +02130,2014,108,205650.92592592593,195350.0,0.9298158181144388,1.0,108,1.0 +02122,2023,416,249896.39423076922,232550.0,1.0,1.0,416,1.0 +02122,2022,696,232464.0804597701,222850.0,1.0,1.0,696,1.0 +02122,2021,1256,253551.5923566879,233850.0,1.0,1.0,1256,1.0 +02122,2020,1057,260115.23178807946,238500.0,1.0,1.0,1057,1.0 +02122,2019,791,233500.37926675094,222000.0,1.0,1.0,791,1.0 +02122,2018,902,204938.91352549888,198800.0,1.0,1.0,902,1.0 +02122,2017,669,209882.8101644245,198400.0,1.0,1.0,669,1.0 +02122,2016,699,191985.12160228897,185200.0,1.0,1.0,699,1.0 +02122,2015,353,176849.57507082153,169500.0,1.0,1.0,353,1.0 +02122,2014,754,159073.7400530504,151750.0,1.0,1.0,754,1.0 +02110,2023,287,458234.3832752613,431800.0,1.0,1.0,287,1.0 +02110,2022,481,408954.948024948,391100.0,1.0,1.0,481,1.0 +02110,2021,616,373659.1720779221,358000.0,1.0,1.0,616,1.0 +02110,2020,536,381182.8358208955,367550.0,1.0,1.0,536,1.0 +02110,2019,485,355882.94845360826,344200.0,1.0,1.0,485,1.0 +02110,2018,421,345725.63420427556,329100.0,1.0,1.0,421,1.0 +02110,2017,414,342321.6570048309,327900.0,1.0,1.0,414,1.0 +02110,2016,499,327181.00801603205,315500.0,1.0,1.0,499,1.0 +02110,2015,499,311769.69138276554,297100.0,1.0,1.0,499,1.0 +02110,2014,333,304747.53153153154,293900.0,1.0,1.0,333,1.0 +02100,2023,16,277818.75,275650.0,1.0,1.0,16,1.0 +02100,2022,25,227340.0,230300.0,1.0,1.0,25,1.0 +02100,2021,27,166511.11111111112,160000.0,1.0,1.0,27,1.0 02100,2020,21,224357.14285714287,184300.0,1.0,1.0,21,1.0 -08029,2019,763,14374.3499344692,12091.0,0.10454335423988695,0.0715019001134665,763,1.0 -05063,2014,361,15386.97783933518,12050.0,,,, -08033,2018,43,15161.093023255815,12539.0,0.09427897572859285,0.07959996747703066,43,1.0 -01003,2015,5655,29569.301503094608,20280.0,0.1501106802179407,0.16568047337278108,5655,1.0 -01123,2018,176,233192.97727272726,160630.0,1.0,1.0,176,1.0 -05085,2021,2152,28054.637546468402,25730.0,0.19999999999999263,0.2,2152,1.0 -12047,2014,139,55018.69064748201,43440.0,0.9798536091255832,1.0,139,1.0 -05087,2018,279,15989.856630824373,13280.0,0.2000000000000009,0.2,279,1.0 -01091,2015,4,3515.0,2990.0,0.07667926636598298,0.06604705527486615,4,1.0 -06055,2018,1585,568530.687066246,440453.0,,,, -06033,2020,1051,211641.53187440534,186231.0,,,, -06077,2021,13286,275185.38363691105,231978.5,,,, -01019,2015,451,98403.77161862528,75260.0,,,, -05107,2016,267,9045.498127340825,6020.0,,,, -08093,2018,882,21822.04081632653,20590.0,0.10113373566858418,0.07150268495374232,882,1.0 -05105,2017,139,13980.0,10320.0,0.1999999999999995,0.2,139,1.0 -05075,2014,224,10507.857142857143,9150.0,,,, -08123,2017,7835,17525.701340140396,16400.0,0.1132616047464803,0.07200319459580876,7835,1.0 -08085,2015,1440,14921.875,13010.0,0.10152820073637772,0.0796106287818995,1440,1.0 -06069,2016,868,327800.10714285716,309213.0,,,, -05117,2018,74,9792.432432432432,6710.0,0.19999999999999973,0.2,74,1.0 -12051,2023,576,181355.640625,158253.5,0.8740030527645022,1.0,576,1.0 -12003,2014,302,94209.5463576159,90566.5,0.9881259173909928,1.0,302,1.0 -01103,2014,36,17056.666666666668,14340.0,0.15041681545446284,0.15666145561924613,36,1.0 -09011,2015,2865,164725.56230366492,137380.0,,,, -01069,2021,2469,23969.40461725395,18840.0,0.1341550536086251,0.10008568980291345,2469,1.0 -05017,2015,16,11718.75,8210.0,0.196155132869198,0.2,16,1.0 -05025,2019,93,13148.172043010753,10280.0,0.19999999999999962,0.2,93,1.0 -12039,2018,476,76506.25210084034,58942.0,0.9679580450324561,1.0,476,1.0 -05009,2021,834,26087.937649880096,23520.0,0.1999999999999989,0.2,834,1.0 -08109,2019,138,8061.231884057971,6255.0,0.09521254962649701,0.07150077365815444,138,1.0 -01001,2018,188,17831.808510638297,16650.0,0.12447016794629448,0.10007911436971072,188,1.0 -06005,2023,638,310162.4106583072,271167.0,,,, -05091,2021,776,24146.378865979383,19080.0,0.19999999999999965,0.2,776,1.0 -06033,2016,1083,154098.4108956602,135973.0,,,, -12081,2022,15151,250254.5336941456,176773.0,0.8841838294017458,1.0,15151,1.0 -05017,2017,129,14349.457364341086,9620.0,0.19999999999999954,0.2,129,1.0 -08095,2016,12,9975.0,8500.0,0.11172870270968423,0.07961019678963183,12,1.0 -01047,2015,245,10726.775510204081,8160.0,0.15513616419896492,0.2,245,1.0 -12019,2016,6447,117270.55684814643,96561.0,0.9527256548165198,1.0,6447,1.0 -06101,2016,1435,181593.08083623694,165475.0,,,, -08037,2019,1763,75144.14634146342,45480.0,0.08397307165817133,0.07150065060944845,1763,1.0 -08061,2021,6,3058.3333333333335,3390.0,0.10794555147328766,0.07156087636601383,6,1.0 -05059,2015,168,15129.505952380952,13667.5,,,, -12035,2022,3541,264083.48630330415,227426.0,0.8139064707232481,1.0,3541,1.0 -01125,2022,4283,52927.247256595845,35540.0,0.2000000000000135,0.2,4283,1.0 -05119,2021,10366,31148.824136600426,23175.0,0.20000000000002946,0.2,10366,1.0 -06087,2019,2476,578761.5024232633,503430.0,,,, -01057,2018,16,15131.25,11290.0,0.1264320067100808,0.10015683208950667,16,1.0 -12057,2020,34518,186638.8709658729,141699.0,0.9117646233977313,1.0,34518,1.0 -01017,2017,154,11321.948051948051,10510.0,0.15414524742776384,0.19970829468519607,154,1.0 -06067,2020,24488,305976.36119732115,258970.5,,,, -04017,2024,198,26907.61111111111,20274.0,0.10000056671049494,0.1000002008287075,198,1.0 -12027,2019,569,92162.46748681898,76000.0,0.8914412592021113,1.0,569,1.0 -01013,2015,96,105706.25,89500.0,1.0,1.0,96,1.0 +02100,2017,30,194053.33333333334,195800.0,1.0,1.0,30,1.0 +02090,2023,969,283846.2363261094,283320.0,1.0,1.0,969,1.0 +02090,2022,1608,258199.40049751243,255372.0,1.0,1.0,1608,1.0 +02090,2021,1748,244372.2900457666,236712.0,1.0,1.0,1748,1.0 +02090,2020,1649,240210.03092783506,231670.0,1.0,1.0,1649,1.0 +02090,2019,1308,229657.02140672784,223805.0,1.0,1.0,1308,1.0 +02090,2018,1197,221319.7468671679,216843.0,1.0,1.0,1197,1.0 +02090,2017,1158,215258.05354058722,207733.5,1.0,1.0,1158,1.0 +02090,2016,1073,210492.8182665424,207226.0,1.0,1.0,1073,1.0 +02090,2015,764,207354.11910994764,200015.0,1.0,1.0,764,1.0 +02090,2014,659,202862.95144157816,198821.0,1.0,1.0,659,1.0 +02070,2021,7,259000.0,205600.0,1.0,1.0,7,1.0 +02070,2020,5,262280.0,252500.0,1.0,1.0,5,1.0 +02070,2019,11,211918.18181818182,192200.0,1.0,1.0,11,1.0 +02070,2017,7,180742.85714285713,153200.0,1.0,1.0,7,1.0 +02070,2016,8,170937.5,170100.0,,,, +02070,2014,2,228550.0,228550.0,,,, +02070,2012,1,213700.0,213700.0,,,, +02060,2020,1,232800.0,232800.0,1.0,1.0,1,1.0 +02060,2017,2,101650.0,101650.0,1.0,1.0,2,1.0 +02060,2015,1,200000.0,200000.0,1.0,1.0,1,1.0 +02060,2014,1,142100.0,142100.0,1.0,1.0,1,1.0 +02020,2023,3026,364431.5267680106,332450.0,1.0,1.0,3026,1.0 +02020,2022,4637,346744.1880526202,326400.0,1.0,1.0,4637,1.0 +02020,2021,6393,339088.0963553887,313800.0,1.0,1.0,6393,1.0 +02020,2020,5809,340302.3756240317,316900.0,1.0,1.0,5809,1.0 +02020,2019,3999,322861.9404851213,300700.0,1.0,1.0,3999,1.0 +02020,2018,4012,320945.5633100698,297400.0,1.0,1.0,4012,1.0 +02020,2017,3947,316305.19381808967,296700.0,1.0,1.0,3947,1.0 +02020,2016,4157,319041.06326677895,296000.0,1.0,1.0,4157,1.0 +02020,2015,4406,304137.74398547434,283100.0,1.0,1.0,4406,1.0 +02020,2014,3041,291149.2929957251,268900.0,1.0,1.0,3041,1.0 +02016,2022,1,292900.0,292900.0,1.0,1.0,1,1.0 +01133,2023,821,31733.88550548112,15280.0,0.1558438010269286,0.19943019943019943,821,1.0 +01133,2022,1674,27801.911589008363,15280.0,0.16818310155173996,0.19993887026134188,1674,1.0 +01133,2021,543,35010.46040515654,22200.0,0.1661463657628431,0.19997871434653045,543,1.0 +01133,2020,545,28800.366972477063,19860.0,0.14643952502044397,0.1003690036900369,545,1.0 +01133,2019,1230,29177.024390243903,19140.0,0.17445222288236711,0.19998664547302078,1230,1.0 +01133,2018,460,26715.521739130436,17390.0,0.17313603350808016,0.19998223169864962,460,1.0 +01133,2017,416,155890.72115384616,102200.0,1.0,1.0,416,1.0 +01133,2016,468,141431.06837606838,93640.0,1.0,1.0,468,1.0 +01133,2015,460,131076.26086956522,79390.0,1.0,1.0,460,1.0 +01133,2014,451,133482.74944567628,76560.0,1.0,1.0,451,1.0 +01133,2013,381,137183.04461942258,92500.0,1.0,1.0,381,1.0 +01131,2023,52,29598.96153846154,21595.5,0.18461538461538457,0.2,52,1.0 +01131,2022,304,21049.782894736843,13349.0,0.1565789473684217,0.2,304,1.0 +01131,2021,65,14878.076923076924,12226.0,0.1507692307692307,0.2,65,1.0 +01131,2020,39,18936.25641025641,15015.0,0.16410256410256416,0.2,39,1.0 +01131,2019,67,21774.731343283584,17003.0,0.17014925373134313,0.2,67,1.0 +01131,2018,38,10749.315789473685,8928.0,0.1236842105263158,0.1,38,1.0 +01131,2017,30,12274.933333333332,11347.0,0.10666666666666672,0.1,30,1.0 +01131,2016,8,13218.25,13567.5,0.125,0.1,8,1.0 +01131,2014,6,104845.0,111280.0,1.0,1.0,6,1.0 +01131,2013,35,113028.85714285714,109390.0,1.0,1.0,35,1.0 +01129,2023,173,16529.47976878613,11620.0,0.16127167630057795,0.2,173,1.0 +01129,2022,234,15220.598290598291,10670.0,0.16282051282051307,0.2,234,1.0 +01129,2021,62,24298.225806451614,13515.0,0.15483870967741925,0.2,62,1.0 +01129,2016,76,8598.421052631578,5900.0,0.10416005602341803,0.10006698572675068,76,1.0 +01129,2014,48,5800.0,3980.0,0.10059194360279747,0.10012771392081737,47,0.9791666666666666 +01129,2013,45,7627.555555555556,5160.0,0.10625344972737151,0.10010934272870854,45,1.0 +01127,2023,15,20700.0,16840.0,0.17333333333333337,0.2,15,1.0 +01127,2022,1700,19315.558823529413,13435.0,0.1388235294117606,0.1,1700,1.0 01127,2021,950,16298.311578947369,11872.0,0.13684210526315696,0.1,950,1.0 -06029,2018,14071,180629.2846279582,149741.0,,,, -01045,2023,901,16493.962264150945,13460.0,0.12976763095631766,0.10009225092250923,901,1.0 -05141,2018,361,14380.415512465373,10910.0,0.20000000000000134,0.2,361,1.0 -05147,2018,71,10207.042253521127,9470.0,0.19999999999999973,0.2,71,1.0 -06095,2022,6081,368402.31820424274,331973.0,,,, -09015,2014,1355,122781.74907749078,112510.0,,,, -02122,2015,353,176849.57507082153,169500.0,1.0,1.0,353,1.0 -08077,2015,6668,15753.137372525494,13585.0,0.08895665715416949,0.0795959595959596,6668,1.0 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+01127,2016,1084,12870.590405904059,9230.0,0.1403863080309406,0.10068190623789229,1084,1.0 +01127,2015,1056,12086.609848484848,8600.0,0.138439940544858,0.10058365979674105,1056,1.0 +01127,2014,300,11871.6,9540.0,0.13567199760856583,0.10056136022940591,300,1.0 +01125,2022,4283,52927.247256595845,35540.0,0.2000000000000135,0.2,4283,1.0 +01125,2021,4720,43407.101694915254,34140.0,0.19991525423730458,0.2,4720,1.0 +01125,2020,4648,24100.098967297763,18550.0,0.20000000000000007,0.2,24,0.0051635111876075735 +01125,2019,4177,28573.363658127844,19280.0,0.14049997398057218,0.10190179806362379,4177,1.0 +01125,2018,4062,27689.906450024617,18580.0,0.1426669317465568,0.1034225113527012,4062,1.0 +01125,2014,2532,23935.422590837283,17770.0,0.1504344391785138,0.2,2532,1.0 +01123,2020,25,227116.0,145640.0,1.0,1.0,25,1.0 +01123,2019,189,246623.8201058201,176900.0,1.0,1.0,189,1.0 +01123,2018,176,233192.97727272726,160630.0,1.0,1.0,176,1.0 +01123,2017,291,248715.87628865978,159540.0,1.0,1.0,291,1.0 +01123,2016,245,226423.88571428572,168980.0,1.0,1.0,245,1.0 +01123,2015,87,194874.8735632184,138660.0,1.0,1.0,87,1.0 +01123,2014,280,240235.66428571427,188310.0,1.0,1.0,280,1.0 +01123,2013,269,245297.91821561338,157440.0,1.0,1.0,269,1.0 +01121,2022,1730,16559.56069364162,12620.0,0.13239767570515174,0.1,1729,0.999421965317919 +01121,2021,1922,15124.510926118626,12140.0,0.13789775447947264,0.1,1922,1.0 +01121,2020,1767,15710.096208262592,12440.0,0.15035270466439588,0.15304347826086956,1767,1.0 +01121,2019,1582,15374.513274336283,11870.0,0.15009303647971295,0.15182713073984122,1582,1.0 +01121,2018,1476,16040.853658536585,11900.0,0.14793628837770817,0.11208153545070854,1476,1.0 +01121,2017,792,14495.30303030303,11630.0,0.14211803473854293,0.10028737767868202,792,1.0 +01121,2016,10,16462.0,16300.0,0.12226989988489029,0.1000626959247649,9,0.9 +01121,2015,3,16126.666666666666,15720.0,0.16672888122227378,0.2,3,1.0 +01121,2014,2,17140.0,17140.0,0.10008025682182986,0.10008025682182986,2,1.0 +01119,2021,26,20633.46153846154,14025.0,0.18076923076923082,0.2,26,1.0 +01119,2020,129,17660.496124031008,11000.0,0.18527131782945705,0.2,129,1.0 +01119,2019,135,21085.207407407408,12280.0,0.18296296296296266,0.2,135,1.0 +01119,2018,110,22148.71818181818,12540.0,0.18636363636363606,0.2,110,1.0 +01119,2016,115,8748.0,6200.0,0.11645571490178146,0.10013531799729364,115,1.0 01119,2015,186,9055.483870967742,6200.0,0.12137658353435739,0.10018589271408834,186,1.0 -05093,2020,134,22072.223880597016,16682.0,0.19999448321124616,0.19999687285008444,134,1.0 -01101,2018,3890,20616.861182519282,13060.0,0.13758820204122835,0.1,3890,1.0 +01119,2014,138,7370.144927536232,5730.0,0.11459552641672462,0.10019502478518871,138,1.0 +01119,2013,139,8584.31654676259,5380.0,0.10637626836043386,0.10014374700527072,139,1.0 +01117,2022,5116,31148.462861610635,26390.0,0.11534367021133328,0.10003052503336929,5116,1.0 +01117,2021,6031,28926.413032664568,23980.0,0.11668445270213526,0.10003127932436659,6031,1.0 +01117,2020,5433,27678.03055402172,22840.0,0.12375912645354253,0.100038037276531,5433,1.0 +01117,2019,4352,26344.370404411766,21400.0,0.12477247921986244,0.10004140786749482,4352,1.0 +01117,2017,5408,24859.759615384617,20080.0,0.12971159529089607,0.10005031587437847,5408,1.0 +01117,2015,5003,23485.196881870877,19120.0,0.13667910377890682,0.1000589970501475,5003,1.0 +01117,2014,4465,22217.146696528554,17940.0,0.13478862508488548,0.10006227942702928,4465,1.0 +01115,2022,2270,28044.604405286344,19671.0,0.12947136563876416,0.1,2270,1.0 +01115,2021,2653,27663.471918582738,23598.0,0.12796833790095202,0.1,2653,1.0 +01115,2020,2304,22412.937065972223,19730.0,0.12635692574902113,0.1,2303,0.9995659722222222 +01115,2019,2174,20170.11223551058,17317.0,0.13877644894204022,0.1,2174,1.0 +01115,2018,2565,16508.63157894737,14500.0,0.12975195033423886,0.100120809423135,2565,1.0 +01115,2017,2280,17754.657894736843,13520.0,0.12701101879862586,0.10011537353137515,2280,1.0 +01115,2016,2254,16068.429458740018,13920.0,0.1270773321408278,0.10010565794821322,2254,1.0 +01115,2015,1428,16120.574229691876,13800.0,0.13020530713315812,0.10012696560148573,1428,1.0 +01115,2014,1595,15574.394984326018,13500.0,0.1335519950138137,0.10014190147982972,1595,1.0 01113,2021,31,28758.290322580644,19386.0,0.15806385214613594,0.19999440966010734,31,1.0 -08017,2014,22,7697.863636363636,5166.5,0.10823073038037086,0.07960277411011762,22,1.0 -01131,2018,38,10749.315789473685,8928.0,0.1236842105263158,0.1,38,1.0 -06057,2014,2185,286190.4219679634,242376.0,,,, -06061,2016,9934,354015.86531105294,292426.0,,,, -05059,2022,594,19034.696969696968,14420.0,0.20000000000000193,0.2,594,1.0 -08113,2018,356,84645.61797752809,54410.0,0.09329132047840916,0.07200029094863747,356,1.0 -05099,2018,90,10596.888888888889,8260.0,0.19999999999999965,0.2,90,1.0 -06065,2022,41108,347183.657536246,295282.0,,,, -08017,2020,29,5488.724137931034,3767.0,0.0941131944039024,0.07960346964064437,29,1.0 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+01113,2017,286,18257.972027972028,15480.0,0.14453948740116843,0.10016853399668904,286,1.0 +01113,2016,82,16206.585365853658,14480.0,0.14897165808501386,0.14993998179233997,82,1.0 +01113,2015,5,16167.4,15978.0,0.16000194765897305,0.2,5,1.0 +01113,2014,539,15809.354359925788,11805.0,0.1639617037417772,0.2,539,1.0 +01111,2023,565,16901.543362831857,11001.0,0.11628375217756406,0.10012321531661167,565,1.0 +01111,2022,921,17363.14875135722,12300.0,0.12628252964714662,0.10106128423838076,921,1.0 +01111,2021,514,17645.019455252917,12270.0,0.12790857926030988,0.10174767999680634,514,1.0 +01111,2020,32,19760.0,13650.0,0.13859500227985078,0.10009634075138096,32,1.0 +01111,2018,312,17045.25641025641,12280.0,0.13455434149283346,0.10007202063008602,312,1.0 +01111,2017,313,15941.85303514377,8980.0,0.1379517315694993,0.10022883295194508,313,1.0 +01111,2016,308,15934.48051948052,11450.0,0.13648005569362018,0.10024532054593877,308,1.0 +01111,2015,153,114315.35947712418,80000.0,1.0,1.0,153,1.0 +01111,2014,112,177612.4642857143,166800.0,1.0,1.0,112,1.0 +01111,2013,90,192730.3111111111,168770.0,1.0,1.0,90,1.0 +01109,2022,457,20361.13785557987,14580.0,0.12674831373372236,0.10009746588693957,457,1.0 +01109,2021,346,16763.583815028902,14270.0,0.12041205666295049,0.1000309534377409,346,1.0 +01109,2020,235,14294.63829787234,12840.0,0.1292957969870216,0.10006469700237222,235,1.0 01109,2019,1026,14887.5828460039,13300.0,0.14136112588000496,0.10008554319931566,1026,1.0 -02230,2019,7,319342.85714285716,334000.0,1.0,1.0,7,1.0 -05109,2022,183,25806.612021857924,15240.0,0.1999999999999999,0.2,183,1.0 -09003,2020,13697,163819.3391983646,139630.0,,,, -01071,2016,315,97024.76190476191,78000.0,1.0,1.0,315,1.0 -12079,2016,263,66835.79467680608,47507.0,0.9534659091067156,1.0,263,1.0 -08095,2017,96,8012.8125,7800.0,0.07284569855793738,0.07199999389008958,96,1.0 -05057,2016,189,11492.957671957673,8019.0,0.1950705619328002,0.2,189,1.0 -05139,2017,249,18173.775100401606,13820.0,0.20000000000000068,0.2,249,1.0 -05097,2020,108,17719.62962962963,15040.0,0.1999999999999996,0.2,108,1.0 -02020,2023,3026,364431.5267680106,332450.0,1.0,1.0,3026,1.0 -05001,2021,324,20666.48148148148,15620.0,0.20000000000000118,0.2,324,1.0 -05119,2016,7764,30354.29533745492,23880.0,,,, -04015,2019,7330,12902.078717598908,10759.5,0.11189461136042282,0.10000182551830963,7330,1.0 -05091,2020,633,23987.646129541863,19380.0,0.20000000000000198,0.2,633,1.0 -08023,2022,69,11118.304347826086,8941.0,0.08588951554354528,0.06950035310734463,69,1.0 -08021,2021,206,17601.941747572815,10085.0,0.08777520535649574,0.07150123525486304,206,1.0 -05077,2014,90,10100.0,6900.0,0.19999999999999965,0.2,90,1.0 -05039,2021,100,13823.1,9645.0,0.19999999999999962,0.2,100,1.0 -12015,2017,9671,126731.77716885535,102081.0,0.9233168187821631,1.0,9671,1.0 -12077,2018,57,75834.77192982456,57337.0,0.9601583277762861,1.0,57,1.0 -01121,2015,3,16126.666666666666,15720.0,0.16672888122227378,0.2,3,1.0 -06059,2022,27236,776351.8256351887,546915.5,,,, -05011,2016,58,11471.551724137931,7815.0,0.19999999999999984,0.2,58,1.0 +01109,2018,338,20194.970414201183,12910.0,0.13333912168947964,0.10005630177752754,338,1.0 +01109,2017,272,16226.39705882353,13030.0,0.13579358560877167,0.1001599620603352,272,1.0 +01109,2016,280,13653.785714285714,12110.0,0.12324862910642823,0.10004925041159976,280,1.0 +01109,2015,154,131134.8051948052,121420.0,1.0,1.0,154,1.0 +01109,2014,259,118396.02316602317,103800.0,1.0,1.0,259,1.0 +01109,2013,80,123436.875,104830.0,1.0,1.0,80,1.0 +01107,2022,142,10830.704225352112,9180.0,0.1443585590240449,0.10078534031413612,142,1.0 +01107,2021,80,9279.0,8300.0,0.13570001200316784,0.10022715403375874,80,1.0 +01107,2020,66,10601.515151515152,8060.0,0.13700479808622504,0.1003418806270054,66,1.0 +01107,2019,291,9734.845360824742,7460.0,0.12801992159939307,0.10010214504596528,291,1.0 +01107,2018,108,11735.185185185184,10350.0,0.13794044947636197,0.100394819757475,108,1.0 +01107,2017,76,11596.315789473685,10740.0,0.12911218390990867,0.10011302099943536,76,1.0 +01107,2016,40,13764.0,13550.0,0.13743746062873313,0.10008821407830752,40,1.0 +01107,2015,2,8780.0,8780.0,0.09997174630676448,0.09997174630676448,2,1.0 +01107,2014,49,105970.20408163265,94780.0,1.0,1.0,49,1.0 +01107,2013,53,107426.7924528302,95960.0,1.0,1.0,53,1.0 +01105,2021,8,71702.5,12210.0,0.12499514805621895,0.10011814614617065,8,1.0 +01105,2020,52,9927.692307692309,8390.0,0.11828959985425033,0.10015531014811807,52,1.0 +01105,2019,15,9673.333333333334,8400.0,0.1011806822163648,0.10003279763857002,15,1.0 +01105,2018,52,9188.076923076924,8020.0,0.13356286066383716,0.10034033393289199,52,1.0 +01105,2017,18,11856.666666666666,9210.0,0.14044328978885978,0.10894851618846865,18,1.0 +01105,2016,29,11457.931034482759,11020.0,0.14072995607528882,0.10217782872113967,29,1.0 +01105,2015,46,7148.260869565217,5530.0,0.12476558189200462,0.10016214130210205,46,1.0 +01105,2014,7,7931.428571428572,6400.0,0.15730270161802032,0.19988361943555427,7,1.0 +01105,2013,45,8927.111111111111,6140.0,0.13268623555410988,0.10060975609756098,45,1.0 +01103,2022,2236,21786.10465116279,17240.0,0.1254472271914106,0.1,2236,1.0 +01103,2021,2536,17930.69400630915,14450.0,0.12641955835962093,0.1,2536,1.0 +01103,2020,2500,26993.448,22330.0,0.18730802100548474,0.18671978491420865,2500,1.0 +01103,2019,2185,17217.340961098398,14980.0,0.1359197440920104,0.10011454753722795,2185,1.0 +01103,2015,1551,16174.18439716312,13660.0,0.13734344947685254,0.10016420361247948,1551,1.0 +01103,2014,36,17056.666666666668,14340.0,0.15041681545446284,0.15666145561924613,36,1.0 +01103,2013,1686,15103.594306049821,12300.0,0.13417030318497603,0.1001457729045145,1686,1.0 +01101,2023,4309,24249.417498259456,16740.0,0.1461592016709289,0.1,4309,1.0 +01101,2022,5114,25018.33594055534,15095.0,0.14292139225656234,0.1,5114,1.0 +01101,2021,5699,24514.28671696789,15660.0,0.14658843593284437,0.10014992503748125,5699,1.0 +01101,2020,3783,23644.25588157547,16220.0,0.14549299497753485,0.1,3783,1.0 +01101,2019,3719,26058.781930626512,15330.0,0.14979834567118316,0.1,3719,1.0 +01101,2018,3890,20616.861182519282,13060.0,0.13758820204122835,0.1,3890,1.0 +01101,2017,3712,37742.09590517241,21440.0,0.20000000000000856,0.2,3712,1.0 +01101,2014,3130,22953.230351437698,12875.0,0.1418210862619814,0.1,3130,1.0 +01101,2013,2834,21540.169371912492,12815.0,0.14403669724770646,0.1,2834,1.0 +01099,2023,108,16140.185185185184,12810.0,0.14057431317818234,0.1001337065833379,108,1.0 +01099,2022,441,17603.62811791383,13620.0,0.12990764712563657,0.10009392191064001,441,1.0 +01099,2021,258,15431.937984496124,12640.0,0.13291237232961553,0.10010487463079765,258,1.0 +01099,2020,252,12826.984126984127,10570.0,0.12943342252784434,0.10014034756042725,252,1.0 +01099,2019,813,13237.466174661746,10940.0,0.1329638541158792,0.10014030164854437,813,1.0 +01099,2018,250,14250.16,12200.0,0.13530317083795285,0.10020603763934648,250,1.0 +01099,2017,240,20128.6,16468.0,0.2000000000000006,0.2,240,1.0 +01099,2016,77,12522.038961038961,9860.0,0.16919578536485555,0.19997520456236054,77,1.0 +01099,2015,154,91741.49350649351,66150.0,1.0,1.0,154,1.0 01099,2014,97,99528.65979381443,86970.0,1.0,1.0,97,1.0 -12065,2022,194,124488.35567010309,94382.0,0.8903867650685859,1.0,194,1.0 -08103,2020,178,13471.123595505618,11690.0,0.08768193611421857,0.07149771401293882,178,1.0 -12059,2019,184,63505.25543478261,54897.5,0.9732268553903123,1.0,184,1.0 -06049,2022,172,97758.23255813954,77592.0,,,, -01047,2021,425,19697.223529411764,11320.0,0.1479000160367947,0.1073096058170685,425,1.0 -05023,2016,551,26442.851179673322,21403.0,,,, -01029,2021,269,28225.375464684013,20286.0,0.20000000000000084,0.2,269,1.0 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-01019,2018,1638,15607.509157509157,12300.0,0.1655284383364534,0.10193241224794622,1638,1.0 -06069,2019,1048,352776.981870229,333869.0,,,, -05137,2023,257,19777.198443579768,16270.0,0.20000000000000073,0.2,257,1.0 -09013,2015,1702,158783.96004700352,147755.0,,,, +01099,2013,104,111615.76923076923,93775.0,1.0,1.0,104,1.0 +01097,2023,8393,20187.190515906113,14540.0,0.14232098177053298,0.1,8393,1.0 +01097,2022,9024,21506.073803191488,13845.0,0.13855274822695826,0.1,9024,1.0 01097,2021,8682,24806.44551946556,14590.0,0.13723796360286783,0.1,8682,1.0 -05085,2017,1535,20891.785016286645,21320.0,0.1999999999999942,0.2,1535,1.0 -05005,2017,765,25215.46405228758,22250.0,0.19999999999999982,0.2,765,1.0 -09001,2023,9420,467676.8026539278,305665.0,,,, -05109,2018,191,13525.759162303664,9140.0,0.2,0.2,191,1.0 -08041,2022,16131,24123.125658669644,21370.0,0.08979260648769218,0.06950276652504693,16131,1.0 -05063,2018,608,19297.861842105263,14160.0,0.20000000000000195,0.2,608,1.0 +01097,2020,7244,21449.59966869133,14170.0,0.13898398674767048,0.1,7244,1.0 +01097,2019,7107,18540.484029829746,14220.0,0.14732763068291957,0.10024529844644317,7107,1.0 +01097,2018,5531,20322.39016452721,15180.0,0.14573180590680623,0.10025773195876289,5531,1.0 +01097,2017,7161,21354.615277195924,14540.0,0.16343305509818468,0.14,7092,0.9903644742354419 +01097,2016,6565,20983.38309215537,14580.0,0.1527757768780952,0.2,6565,1.0 +01097,2013,5845,17656.475620188194,13800.0,0.1476601838423947,0.10062893081761007,5845,1.0 +01095,2023,1678,28250.15494636472,20230.0,0.1612694458626099,0.2,1678,1.0 +01095,2021,2186,22341.161939615737,16640.0,0.13793480618518433,0.10015923566878981,2185,0.9995425434583715 +01095,2020,1809,20018.021006080708,14900.0,0.1389879705673196,0.10017094017094016,1809,1.0 +01095,2017,1593,17243.590709353422,13120.0,0.13201559818699096,0.10005806077027289,1593,1.0 +01095,2015,1284,16864.158878504673,12440.0,0.14340717634218583,0.10025445292620865,1284,1.0 +01095,2014,1351,16602.679496669134,12620.0,0.14387227691084162,0.10028571428571428,1351,1.0 +01093,2021,8,16457.5,14290.0,0.16393972498191173,0.18126210497529227,8,1.0 +01093,2020,256,12329.921875,10280.0,0.1535351165360126,0.1798838918936239,256,1.0 +01093,2019,923,12081.213434452871,9680.0,0.15067652486849092,0.17145874333989344,923,1.0 +01093,2018,344,11850.697674418605,9520.0,0.14735333660156275,0.12617832406474683,344,1.0 +01093,2017,340,12431.058823529413,9890.0,0.14742271963351508,0.12369593286947264,340,1.0 +01093,2016,473,11582.029598308669,9620.0,0.14505099256016254,0.10200364298724955,473,1.0 +01093,2015,433,11223.140877598153,9180.0,0.14296911393365158,0.10079275198187995,433,1.0 +01093,2014,240,12525.416666666666,9110.0,0.1384218374661839,0.10037211635140858,240,1.0 01093,2013,302,11267.086092715232,9250.0,0.13750941111715703,0.1002612191713185,302,1.0 -01121,2017,792,14495.30303030303,11630.0,0.14211803473854293,0.10028737767868202,792,1.0 -06005,2015,723,207224.8395573997,187125.0,,,, -05129,2023,180,13106.0,11290.0,0.19999999999999984,0.2,180,1.0 -05125,2023,1887,35973.65659777424,32163.0,0.19999999999999318,0.2,1887,1.0 -06115,2023,61,235923.09836065574,206130.0,,,, -06107,2021,5577,182043.09646763492,160079.0,,,, -08039,2021,900,29503.588888888888,29830.0,0.11326044044633098,0.07150636620851204,900,1.0 -08069,2022,7745,29868.52459651388,25944.0,0.06994427137978758,0.0695004257734885,7745,1.0 -09001,2020,15070,498187.6809555408,295225.0,,,, -10001,2022,3106,45343.593045717964,42900.0,,,, -05079,2022,175,15282.34857142857,10860.0,0.19999999999999976,0.2,175,1.0 +01091,2023,57,13586.666666666666,12600.0,0.12469190887891517,0.10032858707557503,57,1.0 +01091,2022,413,14783.825665859564,11460.0,0.12693836542285564,0.10016659725114535,413,1.0 +01091,2021,213,13796.995305164319,11440.0,0.12853707802727257,0.10013418316001342,213,1.0 +01091,2020,169,13045.207100591717,11620.0,0.11849448367352296,0.10007713073659853,169,1.0 +01091,2019,610,15404.95081967213,11640.0,0.12987083115700215,0.1000925558640751,610,1.0 +01091,2018,184,12072.717391304348,10780.0,0.12065741682463461,0.10008190359792242,184,1.0 +01091,2017,113,12130.265486725664,10660.0,0.12912087767685348,0.1000721240533718,113,1.0 +01091,2016,21,14410.47619047619,14180.0,0.13768785814248244,0.10007147962830593,21,1.0 +01091,2015,4,3515.0,2990.0,0.07667926636598298,0.06604705527486615,4,1.0 +01091,2014,5,1248.0,1080.0,0.04590097520175377,0.03459119496855346,5,1.0 +01091,2013,10,1528.0,1340.0,0.07669965759866595,0.07723149333887588,10,1.0 +01089,2023,7738,36834.09149651073,28950.0,0.13816542191622305,0.10006133093200448,7738,1.0 +01089,2022,10905,28705.821182943604,22840.0,0.13899942662794892,0.10009041591320073,10905,1.0 +01089,2021,11713,24951.57346538035,19360.0,0.14757633076570154,0.10015898251192369,11713,1.0 +01089,2020,10271,22946.801577256352,17690.0,0.14338428639553383,0.1,10271,1.0 +01089,2019,10264,21956.514711613407,17000.0,0.14621005455963987,0.1,10264,1.0 +01089,2018,8288,21549.09749034749,17200.0,0.1405330898937976,0.10013504395083342,8288,1.0 +01089,2017,7790,21356.510911424903,16700.0,0.14216531411380257,0.10017021288924428,7790,1.0 +01089,2016,7492,21767.907100907636,16590.0,0.14161946869141637,0.10019342359767891,7492,1.0 +01089,2015,5880,20671.108843537415,15330.0,0.14167535833557124,0.10028735869466487,5880,1.0 +01089,2014,5324,19512.49060856499,15390.0,0.14018685870321682,0.10018149059443934,5324,1.0 +01087,2018,2,8350.0,8350.0,0.0998999184651202,0.0998999184651202,2,1.0 +01087,2017,21,8444.761904761905,7160.0,0.1483885354942755,0.14211550940947437,21,1.0 +01087,2016,17,9069.411764705883,6980.0,0.14942352413165697,0.1392965937413459,17,1.0 +01087,2015,26,8971.538461538461,6060.0,0.11688261845153888,0.10005083491327744,26,1.0 +01087,2014,86,9017.441860465116,7810.0,0.15061248926868595,0.19967972964434708,86,1.0 +01087,2013,63,9966.984126984127,9040.0,0.14960880245647415,0.18969680708344513,63,1.0 01085,2021,35,12437.142857142857,9740.0,0.12136329341983938,0.10005379236148466,35,1.0 -05017,2020,146,14921.09589041096,8800.0,0.1999999999999995,0.2,146,1.0 -06033,2017,1150,159091.12782608694,135091.5,,,, -06007,2017,3509,226911.66628669135,183980.0,,,, -06115,2020,1880,186730.79255319148,173336.0,,,, -01073,2013,10556,23290.126942023493,17060.0,0.15710917856253226,0.11219398051393036,10556,1.0 -01061,2020,363,12298.236914600551,11020.0,0.13659032050594583,0.10040816326530612,363,1.0 -01045,2018,596,13054.194630872484,10150.0,0.13813974817274677,0.10012628090766768,596,1.0 -05143,2023,3047,69881.87331801772,57440.0,0.19999999951558772,0.2,3047,1.0 -02220,2016,77,310798.7012987013,283000.0,,,, -05065,2019,322,13492.77950310559,10260.0,0.20000000000000118,0.2,322,1.0 -06067,2017,26011,252884.26181231017,200301.0,,,, 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+01083,2017,2431,17946.886055121347,13840.0,0.13663598163567758,0.10009398496240601,2431,1.0 +01083,2016,2222,137238.42484248424,119965.0,0.9519025774675108,1.0,2222,1.0 +01083,2015,1921,17224.72670484123,13220.0,0.13713256370523755,0.10011049723756905,1921,1.0 +01081,2019,3515,24503.24893314367,18352.0,0.15101115932124956,0.2,3515,1.0 +01081,2018,2374,23810.37910699242,18070.0,0.1486806443891017,0.10025651589613804,2374,1.0 +01081,2015,199,24981.80904522613,18840.0,0.15402816278502907,0.19995335458291222,199,1.0 +01081,2014,2158,19326.506024096387,15600.0,0.15493868332413474,0.19995081158986489,2158,1.0 +01079,2020,4,5020.0,5020.0,0.20047923322683706,0.20047923322683706,4,1.0 01079,2019,303,13669.17491749175,10640.0,0.1344107619354538,0.10014749262536873,303,1.0 -08079,2014,50,20082.16,14480.0,0.09306461816831196,0.07960105729051001,50,1.0 -06017,2020,5548,399095.3678803172,344891.0,,,, -05097,2016,64,13497.9375,10545.0,,,, 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+01079,2018,354,14021.864406779661,11420.0,0.1348307497147512,0.10010051611904014,354,1.0 +01079,2017,350,13450.514285714286,11800.0,0.1361813683849249,0.1001648602717937,350,1.0 +01079,2016,303,13098.679867986799,11140.0,0.13634650734541712,0.10014873574615767,303,1.0 +01079,2015,438,12469.680365296803,10180.0,0.13086100849603136,0.1000932306643106,438,1.0 +01079,2014,357,12821.176470588236,11480.0,0.1279659543072648,0.10008410428931876,357,1.0 +01079,2013,252,12221.587301587302,10280.0,0.13492113162581448,0.10014160068028924,252,1.0 +01077,2022,719,24273.8247566064,17860.0,0.13950282562683747,0.10013037809647979,719,1.0 +01077,2021,4299,20631.593393812516,15700.0,0.13671394880997728,0.10014285714285714,4299,1.0 +01077,2020,2256,18880.39893617021,14430.0,0.13724457122374248,0.10013966507690357,2256,1.0 +01077,2019,3608,17546.047671840355,14200.0,0.13820493977902432,0.10016380115264498,3608,1.0 01077,2018,1633,17952.725045927742,14280.0,0.13559933094510532,0.10013908205841446,1633,1.0 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+01075,2015,2,5120.0,5120.0,0.1001432664756447,0.1001432664756447,2,1.0 +01075,2014,24,9105.0,9160.0,0.12052036315704422,0.10003600094879794,24,1.0 +01075,2013,24,7143.333333333333,6130.0,0.14165185653509618,0.10485028277377373,24,1.0 +01073,2022,17131,29980.650283112485,19460.0,0.14951846359831847,0.10009319664492078,17130,0.9999416262915183 +01073,2021,17347,26851.931688476394,17250.0,0.13523952262103645,0.1,17347,1.0 +01073,2020,15637,27747.220310801305,17370.0,0.13569738471721385,0.1,15637,1.0 +01073,2019,15619,24688.889173442603,17680.0,0.14769761169466153,0.10011173184357541,15619,1.0 01073,2018,15849,22477.097608681936,16620.0,0.14516457846315073,0.10011402508551881,15849,1.0 -05071,2018,321,19490.6230529595,16970.0,0.20000000000000115,0.2,321,1.0 -06015,2022,386,201246.34974093264,183229.0,,,, -12035,2021,5634,181909.4275825346,158066.0,0.9170407098180213,1.0,5633,0.9998225062122825 -05055,2014,831,16817.966305655835,13810.0,,,, 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-01003,2017,6334,28749.845279444267,18840.0,0.1505572088906722,0.19980506822612085,6334,1.0 -01129,2016,76,8598.421052631578,5900.0,0.10416005602341803,0.10006698572675068,76,1.0 -06025,2017,1668,157304.9076738609,144060.0,,,, -06053,2020,3880,694049.4069587629,426394.0,,,, -06113,2019,2404,358899.8103161398,289171.0,,,, -01041,2015,92,10972.826086956522,6510.0,0.13363895154398198,0.10030027593271656,92,1.0 -02180,2021,50,259410.0,254800.0,1.0,1.0,48,0.96 -02110,2018,421,345725.63420427556,329100.0,1.0,1.0,421,1.0 -06009,2017,1324,208500.41238670694,194169.0,,,, -08023,2017,61,6826.737704918033,5667.0,0.12541287346799826,0.07200138264777048,61,1.0 -12009,2015,17303,116327.35017049067,88930.0,0.9125327515123766,0.9803431022158685,17303,1.0 -08069,2020,9040,28919.133296460175,25321.5,0.10204869998674279,0.07150070126227209,9040,1.0 -12053,2016,7697,79725.36338833312,71858.0,0.952853287243385,1.0,7697,1.0 -12079,2022,217,99822.866359447,78117.0,0.8669764532052322,1.0,217,1.0 -02261,2013,65,186853.84615384616,184600.0,,,, -12047,2021,162,64574.06172839506,56107.5,0.9066291571830422,1.0,162,1.0 -12075,2022,1322,99182.75189107413,75258.5,0.8602579882310555,1.0,1322,1.0 -05023,2014,467,23589.23340471092,17368.0,,,, -05069,2016,870,14464.436781609196,9300.0,,,, -12041,2017,388,59759.34793814433,48448.0,0.9803108676415082,1.0,388,1.0 -01129,2022,234,15220.598290598291,10670.0,0.16282051282051307,0.2,234,1.0 -04023,2018,765,11589.023529411765,9284.0,,,, -06005,2018,873,214370.82130584194,196600.0,,,, -01057,2021,263,11806.083650190114,9220.0,0.1311481350116774,0.10037453183520599,263,1.0 -06025,2021,1783,167205.40269209197,151756.0,,,, -08009,2020,44,4350.636363636364,3485.5,0.07211825614921141,0.07149735434735888,44,1.0 -06037,2022,67818,709339.1937391253,452250.5,,,, +01073,2017,14707,22505.372951655674,16580.0,0.14465117165987892,0.10010427528675704,14707,1.0 +01073,2016,14083,22576.881346304053,16660.0,0.14480778877862718,0.10010649627263046,14083,1.0 +01073,2015,12201,22415.579050897468,16840.0,0.14422720005136253,0.10008190008190009,12201,1.0 +01073,2014,11241,22622.296948670046,16740.0,0.14820275254153337,0.1001132502831257,11241,1.0 +01073,2013,10556,23290.126942023493,17060.0,0.15710917856253226,0.11219398051393036,10556,1.0 +01071,2021,393,16944.42748091603,11780.0,0.12524815591868171,0.10013297872340425,393,1.0 +01071,2020,534,14752.734082397004,10930.0,0.12748506276223204,0.10015798419159763,534,1.0 +01071,2019,3963,13732.606611153167,10200.0,0.12044185275156945,0.100132802124834,3963,1.0 +01071,2018,927,13213.635382955772,10060.0,0.12180366487396398,0.10013210039630119,927,1.0 +01071,2017,488,112673.5655737705,89550.0,1.0,1.0,488,1.0 +01071,2016,315,97024.76190476191,78000.0,1.0,1.0,315,1.0 +01071,2015,121,106442.97520661158,80900.0,1.0,1.0,121,1.0 +01071,2014,454,104370.04405286344,86050.0,1.0,1.0,454,1.0 +01071,2013,281,106116.01423487545,89400.0,1.0,1.0,281,1.0 +01069,2022,1901,20908.058916359812,17260.0,0.14662927078784313,0.1003030303030303,1901,1.0 +01069,2021,2469,23969.40461725395,18840.0,0.1341550536086251,0.10008568980291345,2469,1.0 +01069,2020,2257,19206.920691182986,14860.0,0.14566201814755994,0.10019960079840319,2257,1.0 +01069,2019,815,17717.496932515336,14000.0,0.14736203183646707,0.1004149377593361,815,1.0 +01069,2018,1785,17007.719887955183,14320.0,0.15265798509632889,0.2,1785,1.0 +01069,2017,1671,18114.590065828845,13860.0,0.1522043977900732,0.2,1671,1.0 +01069,2015,35,47591.71428571428,8600.0,0.1485714285714286,0.1,35,1.0 +01067,2023,356,30685.738764044945,26008.5,0.1957865937632211,0.2,356,1.0 +01067,2022,1075,32136.04930232558,25877.0,0.1971173724121417,0.2,1075,1.0 +01067,2021,365,29322.1397260274,28233.0,0.19780801378833915,0.2,365,1.0 +01067,2020,430,25058.734883720932,22105.5,0.19767497650606386,0.2,430,1.0 +01067,2019,985,23998.837563451776,20886.0,0.19878132153089492,0.2,985,1.0 +01067,2018,300,22775.316666666666,19130.5,0.19766658576883683,0.2,300,1.0 +01067,2017,281,23680.491103202847,20982.0,0.19537369594454787,0.2,281,1.0 +01067,2014,196,108533.57653061225,87436.0,1.0,1.0,196,1.0 +01063,2016,14,14211.42857142857,13470.0,0.12715328866335723,0.1001883627661175,14,1.0 +01063,2015,21,8054.285714285715,6120.0,0.09781397388641333,0.10009699321047527,21,1.0 +01063,2014,13,7815.384615384615,6640.0,0.10894791116727584,0.1,13,1.0 +01063,2013,22,6709.090909090909,5180.0,0.12283096135609356,0.10014601126428233,22,1.0 +01061,2023,736,14254.728260869566,11080.0,0.12748189382298164,0.10027248765638341,736,1.0 +01061,2022,676,13351.834319526628,10370.0,0.13041751803632148,0.10039491557559496,676,1.0 +01061,2021,1376,13673.720930232557,10620.0,0.13425516427436082,0.10034013605442177,1376,1.0 +01061,2020,363,12298.236914600551,11020.0,0.13659032050594583,0.10040816326530612,363,1.0 +01061,2019,274,11007.883211678833,8760.0,0.14252303994079876,0.10095291732372155,274,1.0 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-06021,2017,285,130425.2,122549.0,,,, -01115,2019,2174,20170.11223551058,17317.0,0.13877644894204022,0.1,2174,1.0 -04027,2017,4308,10890.185701021355,8659.5,0.09656133732442103,0.09686263616805824,4308,1.0 -05019,2021,205,26912.975609756097,20800.0,0.2000000000000002,0.2,205,1.0 -08031,2015,31155,30414.906435564117,20940.0,0.08155660633523089,0.07960176991150443,31155,1.0 -08043,2015,2061,11282.979136341582,10050.0,0.08955106441417941,0.07960727837973758,2061,1.0 -01091,2021,213,13796.995305164319,11440.0,0.12853707802727257,0.10013418316001342,213,1.0 -01037,2014,51,24316.86274509804,15960.0,0.13131179737759097,0.10036363636363636,51,1.0 -05051,2015,1865,28230.509383378016,21590.0,,,, -05123,2022,326,15391.625766871166,9690.0,0.20000000000000118,0.2,326,1.0 -06023,2021,1953,250805.8289810548,227201.0,,,, -08075,2022,463,13445.24838012959,10800.0,0.075980109932919,0.06950386549575921,463,1.0 -06029,2017,13987,166245.03496103524,139799.0,,,, 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+01057,2022,575,11128.660869565218,9240.0,0.12163596149411371,0.1000645577792124,575,1.0 +01057,2021,263,11806.083650190114,9220.0,0.1311481350116774,0.10037453183520599,263,1.0 +01057,2019,44,19045.454545454544,11540.0,0.16599115375986367,0.15932408289024638,44,1.0 +01057,2018,16,15131.25,11290.0,0.1264320067100808,0.10015683208950667,16,1.0 +01057,2017,21,8920.952380952382,6060.0,0.13476869704879485,0.10062893081761007,21,1.0 +01057,2016,181,10287.513812154697,8180.0,0.1471200092937663,0.1024390243902439,181,1.0 +01057,2015,234,9026.239316239316,6750.0,0.13765359083563,0.10086517708996096,234,1.0 +01057,2014,165,9308.969696969696,7800.0,0.13288935349975498,0.10046948356807511,165,1.0 +01057,2013,15,13216.0,13120.0,0.14010549638353895,0.10026246719160105,15,1.0 +01055,2021,195,14389.02564102564,11720.0,0.1430769230769231,0.1,195,1.0 +01055,2019,7382,14910.438905445679,12060.0,0.14772939192099155,0.1009009009009009,7382,1.0 +01055,2017,3538,14740.893159977388,11700.0,0.14683755714821453,0.10082644628099173,3537,0.9997173544375353 +01055,2016,1027,15999.844206426485,13260.0,0.14659023417442926,0.10024127172609693,860,0.8373904576436222 +01055,2015,1196,14356.80602006689,11550.0,,,, +01055,2013,903,13683.898117386489,11740.0,0.14182303684622538,0.10031580902842281,903,1.0 +01053,2022,97,14508.247422680412,12280.0,0.14072982257514,0.10013679890560875,97,1.0 +01053,2021,227,14572.246696035243,12780.0,0.13575179095033052,0.10012004801920768,227,1.0 +01053,2020,60,13095.0,13260.0,0.1336871107816023,0.10503411157271605,60,1.0 +01053,2019,11,12560.0,8820.0,0.12307399421993483,0.10004301075268818,11,1.0 +01053,2018,13,11847.692307692309,12200.0,0.15386751695145298,0.19967663702506064,13,1.0 +01053,2017,133,13186.165413533834,11460.0,0.13605613374659162,0.10023255813953488,133,1.0 +01053,2015,479,12137.329853862213,9550.0,0.144885177453028,0.1,479,1.0 +01053,2014,250,12072.416,9580.0,0.1464000000000003,0.1,250,1.0 +01051,2022,1599,30570.39524702939,22240.0,0.13927454659161592,0.1,1599,1.0 +01051,2021,2067,27592.00870827286,19580.0,0.13681664247701664,0.1,2067,1.0 +01051,2020,1925,29531.645194805194,19724.0,0.14150649350648992,0.1,1925,1.0 +01051,2019,1712,25792.029205607476,18865.0,0.14047897196261275,0.1,1712,1.0 +01051,2018,1441,25025.650242886884,18096.0,0.1411805555555523,0.1,1440,0.9993060374739764 +01051,2017,1471,23321.03331067301,17820.0,0.14191457245632458,0.1001136135801644,1471,1.0 +01051,2016,814,21801.135135135137,17525.0,0.13587223587223524,0.1,814,1.0 +01051,2014,1006,185273.53876739563,131935.0,,,, +01049,2022,46,18396.08695652174,16050.0,0.13470989894853527,0.10013293436752041,46,1.0 +01049,2021,761,13477.214191852825,10900.0,0.4147560316745594,0.5,761,1.0 +01049,2020,790,12192.278481012658,9680.0,0.13296506595195404,0.10020245517574822,790,1.0 +01049,2019,888,11887.049549549549,9500.0,0.13419848762738554,0.10022371364653244,887,0.9988738738738738 +01049,2018,944,10814.25847457627,8600.0,0.13467269566676526,0.10025062656641603,944,1.0 +01049,2017,856,11461.355140186915,9000.0,0.13482238335864638,0.10025575447570333,856,1.0 +01049,2015,30,12958.0,8830.0,0.11978956455913159,0.10017739630672234,30,1.0 +01049,2014,651,10883.256528417818,8640.0,0.1359039920614137,0.10028011204481793,651,1.0 +01047,2023,566,13171.766784452297,10040.0,0.15135361239002432,0.2,566,1.0 +01047,2022,824,13325.922330097088,10360.0,0.1554439381805604,0.2,824,1.0 +01047,2021,425,19697.223529411764,11320.0,0.1479000160367947,0.1073096058170685,425,1.0 +01047,2020,714,15263.501400560224,12280.0,0.15385257147353362,0.2,714,1.0 +01047,2019,288,17544.375,12830.0,0.15895842177112768,0.2,288,1.0 +01047,2018,253,13144.505928853754,10720.0,0.15704618761820072,0.2,253,1.0 +01047,2017,233,12359.828326180257,9880.0,0.14971662284506657,0.1472,233,1.0 +01047,2016,107,14070.841121495327,9860.0,0.1528636137062055,0.2,107,1.0 +01047,2015,245,10726.775510204081,8160.0,0.15513616419896492,0.2,245,1.0 +01047,2013,176,11252.386363636364,8880.0,0.15455187398730555,0.2,176,1.0 +01045,2023,901,16493.962264150945,13460.0,0.12976763095631766,0.10009225092250923,901,1.0 +01045,2022,917,13645.714285714286,11520.0,0.13179532959567483,0.10012910629751828,917,1.0 +01045,2021,697,13811.649928263989,11480.0,0.1381337010277896,0.10016648168701443,697,1.0 +01045,2020,695,13199.597122302159,10960.0,0.13432340537724333,0.10010261087675294,695,1.0 +01045,2019,636,13492.861635220126,11610.0,0.1390046754297812,0.10015707533941842,636,1.0 +01045,2018,596,13054.194630872484,10150.0,0.13813974817274677,0.10012628090766768,596,1.0 +01045,2017,481,12701.663201663201,10320.0,0.1413082607880394,0.10017014036580178,481,1.0 +01045,2016,217,14119.539170506912,11080.0,0.14150518949833518,0.10022685089709218,217,1.0 +01045,2015,672,11287.05357142857,9220.0,0.13312758795817894,0.10011759971727077,672,1.0 +01045,2014,479,11087.473903966596,9380.0,0.13018286790549324,0.10011214191049037,479,1.0 +01045,2013,431,11190.62645011601,10020.0,0.13279603974060167,0.10015011794981771,431,1.0 +01043,2023,2294,25557.314734088926,19200.0,0.1256807646776465,0.10010741138560687,2294,1.0 +01043,2022,2594,22582.282189668465,16420.0,0.12889209745852212,0.10012523486438249,2594,1.0 +01043,2021,2713,18560.589753040913,14400.0,0.13049570473296718,0.10015082956259427,2713,1.0 +01043,2020,9539,18313.037005975468,13720.0,0.134225891283498,0.10015065954195164,9539,1.0 +01043,2019,2109,16408.91417733523,12740.0,0.12982704290724822,0.1001418439716312,2109,1.0 +01043,2018,1935,15695.793281653747,12180.0,0.1330222186138649,0.10016447412913924,1934,0.999483204134367 +01043,2017,1074,15544.86033519553,12390.0,0.1291390848397095,0.10014005629713904,1074,1.0 +01043,2016,9,16402.222222222223,9740.0,0.12231395102341797,0.10012269938650306,9,1.0 +01043,2014,5,19132.0,13860.0,0.14005316437397286,0.10022321428571429,5,1.0 +01041,2022,4,16940.0,16940.0,0.10009792328932926,0.10009792328932926,4,1.0 +01041,2021,8,5645.0,3840.0,0.1370439044259917,0.13290790449177664,8,1.0 +01041,2020,6,12280.0,4960.0,0.11247102513708424,0.10008029783195854,6,1.0 +01041,2019,5,18076.0,13760.0,0.14860686958232616,0.1870039157582813,5,1.0 +01041,2018,3,11086.666666666666,5280.0,0.18045321795861927,0.2,3,1.0 +01041,2017,47,10062.553191489362,7080.0,0.15109532931189582,0.19633699633699633,47,1.0 +01041,2016,96,8645.416666666666,7960.0,0.1516162712361607,0.1929949936038156,96,1.0 +01041,2015,92,10972.826086956522,6510.0,0.13363895154398198,0.10030027593271656,92,1.0 +01041,2014,101,11679.801980198019,7500.0,0.1482099110295695,0.14136125654450263,101,1.0 +01041,2013,104,8911.923076923076,5940.0,0.15129104732055595,0.1858134701363765,104,1.0 +01039,2023,601,18835.214642262894,14922.0,0.1465890183028288,0.1,601,1.0 01039,2022,1422,17476.773558368495,13592.0,0.14289732770745117,0.1,1422,1.0 -06099,2022,5811,269168.12854930304,245213.0,,,, -05127,2018,117,12480.42735042735,10190.0,0.19999999999999957,0.2,117,1.0 -12073,2014,4147,164628.00385821075,104628.0,0.9787004709635894,1.0,4147,1.0 -06025,2014,1552,110883.85051546391,100000.0,,,, -12011,2014,42614,179159.97559487494,114050.0,0.8755577647737826,0.9145243435416186,42614,1.0 -08119,2018,947,15634.614572333685,14710.0,,,, -08113,2022,43,47304.186046511626,28600.0,0.07275300571725694,0.06765121957812599,43,1.0 -12019,2014,4297,105824.96881545264,91682.0,0.9749556367778536,1.0,4297,1.0 -12073,2019,5211,188625.9813855306,125417.0,0.9475334803404816,1.0,5211,1.0 -01021,2021,921,18100.451682953313,13420.0,,,, -05069,2022,626,18511.389776357828,13460.0,0.20000000000000198,0.2,626,1.0 -12071,2019,30508,186169.87603251607,134854.0,0.9356820538267695,1.0,30508,1.0 -12013,2022,148,76936.27027027027,65611.5,0.898351675769491,0.9242401407847254,148,1.0 -06095,2020,6904,350589.6946697567,321287.0,,,, 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+01037,2020,273,22127.032967032967,13280.0,0.12758854452730234,0.10019880715705766,273,1.0 +01037,2019,116,20928.620689655174,13240.0,0.12251602100107509,0.10017714754801232,116,1.0 +01037,2018,125,17160.64,10380.0,0.13797895323502782,0.10032362459546926,125,1.0 +01037,2017,62,19881.612903225807,13140.0,0.16432649678398267,0.2,62,1.0 +01037,2016,2,8580.0,8580.0,0.10017174217847108,0.10017174217847108,2,1.0 +01037,2015,27,14854.074074074075,9720.0,0.12096006567389692,0.10014947683109118,27,1.0 +01037,2014,51,24316.86274509804,15960.0,0.13131179737759097,0.10036363636363636,51,1.0 +01037,2013,20,23923.0,18070.0,0.12272250756167488,0.10011327283307907,20,1.0 +01035,2022,132,10427.272727272728,8670.0,0.1299628636634439,0.10068449813913741,132,1.0 +01035,2021,196,10834.994897959185,8640.0,0.14518876223261135,0.10473112757482134,196,1.0 +01035,2020,120,12914.333333333334,8690.0,0.20600270607771914,0.11788163125372428,120,1.0 +01035,2019,52,9414.615384615385,8020.0,0.13222429923313989,0.10058323031392823,52,1.0 +01035,2018,32,12889.375,8430.0,0.13728286145683047,0.10067853621759554,32,1.0 +01035,2017,8,10790.0,9330.0,0.11051952053366135,0.10012795005924685,8,1.0 +01035,2016,38,10340.0,8610.0,0.14077252655201997,0.11019773722500834,38,1.0 +01035,2015,59,58259.661016949154,41200.0,1.0,1.0,59,1.0 +01035,2014,70,64605.97142857143,55370.0,1.0,1.0,70,1.0 +01033,2022,936,19052.371794871793,13840.0,0.12799266830601616,0.10004251234782799,936,1.0 +01033,2021,1356,17311.961651917405,12700.0,0.12415479425566911,0.10003470438225477,1356,1.0 +01033,2020,1196,15994.916387959865,12740.0,0.12238959322728028,0.10003600095052101,1196,1.0 +01033,2019,2833,14575.912460289446,11660.0,0.12186921457930167,0.10003705075954057,2830,0.9989410518884575 +01033,2018,603,15198.573797678275,12500.0,0.12393398639639483,0.10003954132068012,475,0.7877280265339967 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-01091,2019,610,15404.95081967213,11640.0,0.12987083115700215,0.1000925558640751,610,1.0 -05043,2016,346,19680.63583815029,15060.0,0.19817452443204092,0.2,346,1.0 -01101,2022,5114,25018.33594055534,15095.0,0.14292139225656234,0.1,5114,1.0 -08019,2015,302,22737.450331125827,17455.0,0.09218438646868292,0.07960153604901087,302,1.0 -06103,2014,981,123323.30275229357,99993.0,,,, -02170,2018,1800,220750.45444444445,220400.0,1.0,1.0,5,0.002777777777777778 -08019,2018,299,22260.836120401338,18760.0,0.0851281409902745,0.07199970039136377,299,1.0 -08093,2019,766,20833.851174934727,19375.0,0.09865756471647122,0.07150132019465587,766,1.0 -12027,2018,519,101350.17919075144,73808.0,0.9174731008065203,1.0,519,1.0 -05025,2021,89,15634.044943820225,14380.0,0.19999999999999965,0.2,89,1.0 -12065,2020,228,89976.57894736843,69941.0,0.896732157857984,1.0,228,1.0 -01127,2016,1084,12870.590405904059,9230.0,0.1403863080309406,0.10068190623789229,1084,1.0 -05141,2015,202,16462.470297029704,13010.0,0.18642348105653406,0.2,202,1.0 -12003,2015,341,93339.83870967742,85318.0,1.0,1.0,341,1.0 -05083,2021,228,15473.421052631578,13390.0,0.20000000000000048,0.2,228,1.0 -06017,2021,5392,408092.94955489616,345422.5,,,, -01129,2013,45,7627.555555555556,5160.0,0.10625344972737151,0.10010934272870854,45,1.0 -06029,2022,13931,207339.715813653,180449.0,,,, -12067,2016,97,60509.989690721646,50814.0,0.9780554040752271,1.0,97,1.0 -05019,2020,136,21465.514705882353,19400.0,0.1999999999999995,0.2,136,1.0 -06033,2021,1445,209566.2899653979,175668.0,,,, -08005,2015,14327,24319.06763453619,17552.0,0.07739740711750387,0.07959996270048489,14327,1.0 +01027,2018,174,15591.137931034482,13692.0,0.15747126436781597,0.2,174,1.0 +01027,2017,156,13595.064102564103,11936.0,0.16730769230769216,0.2,156,1.0 +01027,2016,116,14138.689655172413,11668.0,0.14913793103448253,0.1,116,1.0 +01027,2015,126,95464.76190476191,68020.0,,,, 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+01021,2022,1453,20239.110805230557,16030.0,0.14631796283550916,0.1,1453,1.0 +01021,2021,921,18100.451682953313,13420.0,,,, +01021,2020,1428,18059.52380952381,13980.0,0.14726890756302166,0.1,1428,1.0 +01021,2019,1222,18311.613747954172,13310.0,0.14880050224134836,0.12834449820473404,1222,1.0 +01021,2018,635,19022.992125984252,14890.0,0.14803149606299223,0.1,635,1.0 +01021,2013,418,14048.133971291865,10620.0,0.14638906202129037,0.10043573191570154,418,1.0 01019,2023,744,13137.28494623656,7110.0,0.16617555106030685,0.2,740,0.9946236559139785 -06079,2018,4636,436781.54939603107,372381.5,,,, -01043,2023,2294,25557.314734088926,19200.0,0.1256807646776465,0.10010741138560687,2294,1.0 -08067,2014,1201,27712.87260616153,22390.0,0.10862334690238068,0.07960349208745314,1201,1.0 -12059,2017,332,58619.51807228916,49115.0,0.9465004946196081,1.0,332,1.0 -12071,2014,24684,161570.20385674931,106999.0,0.9995048639629345,1.0,24684,1.0 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+01019,2020,552,12426.340579710144,9840.0,0.1178628354494364,0.10002288249798114,552,1.0 +01019,2019,2517,10946.706396503774,7920.0,,,, +01019,2018,1638,15607.509157509157,12300.0,0.1655284383364534,0.10193241224794622,1638,1.0 +01019,2017,407,106015.18427518428,87580.0,1.0,1.0,407,1.0 +01019,2016,323,101826.38080495356,81140.0,1.0,1.0,323,1.0 +01019,2015,451,98403.77161862528,75260.0,,,, +01019,2014,562,98824.41992882562,77340.0,0.9988244089458864,1.0,562,1.0 +01019,2013,201,90726.37313432836,62020.0,1.0,1.0,201,1.0 +01017,2023,444,14758.243243243243,11570.0,0.1523984489438875,0.19878093967689342,444,1.0 +01017,2022,1365,17918.652014652016,11540.0,0.14800529991383674,0.13663385021860158,1365,1.0 +01017,2021,562,14099.430604982206,11120.0,0.14847346634270886,0.13703001102109946,562,1.0 +01017,2020,417,13813.717026378898,10880.0,0.14967499981280039,0.16649019311248928,417,1.0 +01017,2019,527,12779.77229601518,10840.0,0.14476616654695595,0.10050251256281408,527,1.0 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+01009,2014,502,12478.685258964144,11150.0,0.11744162809096864,0.10014673711770836,502,1.0 +01009,2013,503,15051.68986083499,12520.0,0.13314858871755,0.10025062656641603,503,1.0 +01007,2023,266,11774.285714285714,9370.0,0.10552201300159438,0.10016339912907196,266,1.0 +01007,2022,284,12000.56338028169,9290.0,0.10805965296228172,0.10015710928783705,284,1.0 +01007,2021,363,13326.997245179064,10060.0,0.10910576606625762,0.10012062726176116,363,1.0 +01007,2020,224,10785.80357142857,9500.0,0.10840482724466127,0.10010298661174047,224,1.0 +01007,2019,155,11233.290322580646,8560.0,0.11119678087132596,0.1001531393568147,155,1.0 +01007,2018,193,10950.155440414508,10620.0,0.11083253822987303,0.100139470013947,193,1.0 +01007,2017,122,11053.77049180328,9870.0,0.11454267494657365,0.10011944994063167,122,1.0 +01007,2016,84,11370.0,9320.0,0.12087916524530622,0.1001447772295379,84,1.0 +01007,2015,104,11955.192307692309,8950.0,0.11335817339330566,0.10016550810989738,104,1.0 +01007,2014,101,8911.287128712871,4480.0,0.11919856636062517,0.09177631578947368,101,1.0 +01005,2021,90,19713.88888888889,14535.0,0.14555555555555535,0.1,90,1.0 +01005,2020,577,16651.819757365683,13040.0,0.14191620033021307,0.10056497175141244,577,1.0 +01005,2019,116,16883.103448275862,14260.0,0.13360613267235222,0.10016613541968511,116,1.0 +01005,2018,14,17544.285714285714,11920.0,0.12866960355628415,0.10021003955883391,14,1.0 +01005,2017,8,10950.0,7150.0,0.13482567972596873,0.1501851851851852,8,1.0 +01005,2010,32,16504.0625,12650.0,0.15312500000000004,0.2,32,1.0 +01003,2022,10831,49119.04717939249,32040.0,0.13823862144016588,0.1000726216412491,10831,1.0 +01003,2021,10808,44318.354922279796,29780.0,0.14363483400630064,0.10009216589861751,10808,1.0 +01003,2020,16441,34256.81892828903,24240.0,0.14483386858512923,0.10009699321047527,16441,1.0 +01003,2019,7556,55755.12705134992,20640.0,0.14729467492971776,0.10021052631578947,7555,0.9998676548438327 +01003,2018,6831,29327.767530376226,20280.0,0.1458372990242161,0.10015385525770756,6746,0.9875567266871614 +01003,2017,6334,28749.845279444267,18840.0,0.1505572088906722,0.19980506822612085,6334,1.0 +01003,2016,6703,29018.10234223482,19800.0,0.1511738986137143,0.2,6703,1.0 +01003,2015,5655,29569.301503094608,20280.0,0.1501106802179407,0.16568047337278108,5655,1.0 +01003,2014,5616,33324.79344729345,19450.0,0.15110427653804018,0.2,5616,1.0 +01003,2013,4788,71709.01002506266,17850.0,0.1483406242493534,0.10052511163790728,4788,1.0 +01001,2023,813,27489.766297662976,23060.0,0.13050430504304994,0.1,813,1.0 +01001,2022,1613,26569.57222566646,20140.0,0.13248605083694634,0.1,1613,1.0 +01001,2021,466,18411.45922746781,16500.0,0.12725321888412108,0.1,466,1.0 +01001,2019,805,21931.45341614907,16900.0,0.12548659728957265,0.10006807351940095,805,1.0 +01001,2018,188,17831.808510638297,16650.0,0.12447016794629448,0.10007911436971072,188,1.0 +01001,2017,507,16793.096646942802,15260.0,0.1208851406945392,0.1000679809653297,507,1.0 +01001,2014,452,18350.66371681416,16990.0,0.1306507654576545,0.10004191505365326,452,1.0 +01001,2013,497,17644.86921529175,15200.0,0.1408796037008145,0.10015847860538828,141,0.2837022132796781 diff --git a/national/merged_analysis.ipynb b/national/merged_analysis.ipynb index 7db8d5a..fd9e564 100644 --- a/national/merged_analysis.ipynb +++ b/national/merged_analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -16,10 +16,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -32,205 +32,108 @@ "import polars as pl\n", "from pathlib import Path\n", "\n", - "import importlib \n", - "fa_etl = importlib.import_module(\"fa-etl\")\n", - "\n", "pl.Config(set_fmt_float=\"full\")" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "path_to_dir = \"/Users/claireboyd/internships/mansueto/firstamerican-etl/\"\n", "merged = pl.scan_parquet(\n", - " path_to_dir+f\"dev/merged.parquet\"\n", - " ).with_columns([\n", - " pl.when(\n", - " pl.col('AssdTotalValue').is_null() | pl.col('MarketTotalValue').is_null() | pl.col('MarketTotalValue') == 0\n", - " ).then(None\n", - " ).otherwise(\n", - " pl.col('AssdTotalValue') / pl.col('MarketTotalValue')\n", - " ).alias('sales_ratio')\n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "OrderedDict([('PropertyID', Int64),\n", - " ('Year', Int64),\n", - " ('AssdTotalValue', Int64),\n", - " ('MarketTotalValue', Int64),\n", - " ('ApprTotalValue', Int64),\n", - " ('SitusLatitude', Float64),\n", - " ('SitusLongitude', Float64),\n", - " ('SitusFullStreetAddress', String),\n", - " ('SitusCity', String),\n", - " ('SitusState', String),\n", - " ('SitusZIP5', String),\n", - " ('FIPS', String),\n", - " ('SitusCensusTract', String),\n", - " ('SitusCensusBlock', String),\n", - " ('SaleAmt', Int64),\n", - " ('TaxAmt', Int64),\n", - " ('TaxAmtAdjusted', Float64),\n", - " ('sales_ratio', Float64)])" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "merged.schema" + " path_to_dir+f\"dev/national/merged.parquet\"\n", + " )\n", + "# .with_columns([\n", + "# pl.when(\n", + "# pl.col('AssdTotalValue').is_null() | pl.col('MarketTotalValue').is_null() | pl.col('MarketTotalValue') == 0\n", + "# ).then(None\n", + "# ).otherwise(\n", + "# pl.col('AssdTotalValue') / pl.col('MarketTotalValue')\n", + "# ).alias('sales_ratio')\n", + "# ])" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "shape: (5, 18)
PropertyIDYearAssdTotalValueMarketTotalValueApprTotalValueSitusLatitudeSitusLongitudeSitusFullStreetAddressSitusCitySitusStateSitusZIP5FIPSSitusCensusTractSitusCensusBlockSaleAmtTaxAmtTaxAmtAdjustedsales_ratio
i64i64i64i64i64f64f64strstrstrstrstrstrstri64i64f64f64
27620181718085900null32.662936-86.438723"2677 HIGHWAY 143""DEATSVILLE""AL""36022""01001""020901""1036"8200046386463.860.2
292201820700206900null32.577186-86.548768"695 YOSEMITE PKWY""PRATTVILLE""AL""36067""01001""020902""2040"21500055890558.90.1000483325277912
165458406202328220282200null32.445844-86.415837"209 HEDGEFIELD DR""PRATTVILLE""AL""36066""01001""020501""1017"30250087482874.820.1
165458255202342180210900null32.449623-86.450068"582 SUNSET DR""PRATTVILLE""AL""36067""01001""020700""1007"2300001307581307.580.2
165458247202119920199200null32.450092-86.449283"589 SUNSET DR""PRATTVILLE""AL""36067""01001""020700""1019"21490057652576.520.1
" - ], - "text/plain": [ - "shape: (5, 18)\n", - "┌────────────┬──────┬─────────────┬─────────────┬───┬─────────┬────────┬─────────────┬─────────────┐\n", - "│ PropertyID ┆ Year ┆ AssdTotalVa ┆ MarketTotal ┆ … ┆ SaleAmt ┆ TaxAmt ┆ TaxAmtAdjus ┆ sales_ratio │\n", - "│ --- ┆ --- ┆ lue ┆ Value ┆ ┆ --- ┆ --- ┆ ted ┆ --- │\n", - "│ i64 ┆ i64 ┆ --- ┆ --- ┆ ┆ i64 ┆ i64 ┆ --- ┆ f64 │\n", - "│ ┆ ┆ i64 ┆ i64 ┆ ┆ ┆ ┆ f64 ┆ │\n", - "╞════════════╪══════╪═════════════╪═════════════╪═══╪═════════╪════════╪═════════════╪═════════════╡\n", - "│ 276 ┆ 2018 ┆ 17180 ┆ 85900 ┆ … ┆ 82000 ┆ 46386 ┆ 463.86 ┆ 0.2 │\n", - "│ 292 ┆ 2018 ┆ 20700 ┆ 206900 ┆ … ┆ 215000 ┆ 55890 ┆ 558.9 ┆ 0.100048332 │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5277912 │\n", - "│ 165458406 ┆ 2023 ┆ 28220 ┆ 282200 ┆ … ┆ 302500 ┆ 87482 ┆ 874.82 ┆ 0.1 │\n", - "│ 165458255 ┆ 2023 ┆ 42180 ┆ 210900 ┆ … ┆ 230000 ┆ 130758 ┆ 1307.58 ┆ 0.2 │\n", - "│ 165458247 ┆ 2021 ┆ 19920 ┆ 199200 ┆ … ┆ 214900 ┆ 57652 ┆ 576.52 ┆ 0.1 │\n", - "└────────────┴──────┴─────────────┴─────────────┴───┴─────────┴────────┴─────────────┴─────────────┘" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "merged.head().collect(streaming=True)" + "# sales_ratio_summary = merged.filter(\n", + "# pl.col(\"sales_ratio\").is_not_null()\n", + "# ).group_by(\n", + "# \"FIPS\", \"Year\"\n", + "# ).agg(\n", + "# pl.len().alias('sales_ratio_non_nulls_count'),\n", + "# # pl.mean('sales_ratio').alias('sales_ratio_mean'),\n", + "# # pl.median('sales_ratio').alias('sales_ratio_median')\n", + "# ).collect(streaming=True)\n", + "\n", + "# sales_ratio_summary" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "sales_ratio_summary = merged.filter(\n", - " pl.col(\"sales_ratio\").is_not_null()\n", - ").group_by(\n", - " \"FIPS\", \"Year\"\n", - ").agg(\n", - " pl.len().alias('sales_ratio_non_nulls_count'),\n", - " # pl.mean('sales_ratio').alias('sales_ratio_mean'),\n", - " # pl.median('sales_ratio').alias('sales_ratio_median')\n", - ").collect(streaming=True)" + "# national_summary = merged.group_by(\n", + "# \"FIPS\", \"Year\"\n", + "# ).agg(\n", + "# pl.count('PropertyID').alias('TotalSales'),\n", + "# pl.mean('AssdTotalValue').alias('AssdTotalValue_mean'),\n", + "# pl.median('AssdTotalValue').alias('AssdTotalValue_median'),\n", + "# pl.mean('sales_ratio').alias('sales_ratio_mean'),\n", + "# pl.median('sales_ratio').alias('sales_ratio_median')\n", + "# ).collect(streaming=True)" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 19, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "shape: (2_325, 3)
FIPSYearsales_ratio_non_nulls_count
stri64u32
"01083"20203165
"05065"2017206
"12073"20166139
"02275"202013
"05119"20198068
………
"01111"2018312
"05049"2017205
"05111"2021340
"05019"2022405
"05017"2019142
" - ], - "text/plain": [ - "shape: (2_325, 3)\n", - "┌───────┬──────┬─────────────────────────────┐\n", - "│ FIPS ┆ Year ┆ sales_ratio_non_nulls_count │\n", - "│ --- ┆ --- ┆ --- │\n", - "│ str ┆ i64 ┆ u32 │\n", - "╞═══════╪══════╪═════════════════════════════╡\n", - "│ 01083 ┆ 2020 ┆ 3165 │\n", - "│ 05065 ┆ 2017 ┆ 206 │\n", - "│ 12073 ┆ 2016 ┆ 6139 │\n", - "│ 02275 ┆ 2020 ┆ 13 │\n", - "│ 05119 ┆ 2019 ┆ 8068 │\n", - "│ … ┆ … ┆ … │\n", - "│ 01111 ┆ 2018 ┆ 312 │\n", - "│ 05049 ┆ 2017 ┆ 205 │\n", - "│ 05111 ┆ 2021 ┆ 340 │\n", - "│ 05019 ┆ 2022 ┆ 405 │\n", - "│ 05017 ┆ 2019 ┆ 142 │\n", - "└───────┴──────┴─────────────────────────────┘" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "sales_ratio_summary" + "# joined_summary = national_summary.join(\n", + "# other=sales_ratio_summary,\n", + "# on=[\"FIPS\", \"Year\"],\n", + "# how=\"left\"\n", + "# ).with_columns([\n", + "# (pl.col(\"sales_ratio_non_nulls_count\")/pl.col(\"TotalSales\")).alias(\"freq_valid_sales_ratio\")\n", + "# ]).sort(\n", + "# [\"FIPS\", \"Year\"], descending=True\n", + "# )\n", + "\n", + "# joined_summary.write_csv(\"firstamerican_nationalsummary.csv\")" ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ - "national_summary = merged.group_by(\n", + "simple_summary = merged.group_by(\n", " \"FIPS\", \"Year\"\n", ").agg(\n", - " pl.count('PropertyID').alias('TotalSales'),\n", - " pl.mean('AssdTotalValue').alias('AssdTotalValue_mean'),\n", - " pl.median('AssdTotalValue').alias('AssdTotalValue_median'),\n", - " pl.mean('sales_ratio').alias('sales_ratio_mean'),\n", - " pl.median('sales_ratio').alias('sales_ratio_median')\n", + " pl.count('PropertyID').alias('TotalSales')\n", ").collect(streaming=True)" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ - "national_summary.join(\n", - " other=sales_ratio_summary,\n", - " on=[\"FIPS\", \"Year\"],\n", - " how=\"left\"\n", - ").with_columns([\n", - " (pl.col(\"sales_ratio_non_nulls_count\")/pl.col(\"TotalSales\")).alias(\"freq_valid_sales_ratio\")\n", - "]).write_csv(\"firstamerican_nationalsummary.csv\")" + "simple_summary.pivot(\n", + " index=\"FIPS\",\n", + " columns=\"Year\",\n", + " values=\"TotalSales\"\n", + ").write_csv(\"count_bycounty.csv\")" ] } ],